IPNI. Out of the Box Ideas for Plantation Management. Southeast Asia Program. T. Oberthür & C.R. Donough, with contribution by M.

Size: px
Start display at page:

Download "IPNI. Out of the Box Ideas for Plantation Management. Southeast Asia Program. T. Oberthür & C.R. Donough, with contribution by M."

Transcription

1 IPNI Southeast Asia Program T. Oberthür & C.R. Donough, with contribution by M. Hoffmann Out of the Box Ideas for Plantation Management Malaysian Estate Owners Association (MEOA) Raise Seminar MPOB Bactrics Hall, Bangi 11 August 2015

2 Malaysian Estate Owners Association RAISE Seminar Explanatory Footnotes 1. Co-authors 2. Commercial data 3. In house information 4. Variable performance 5. Solutions often simple, not trivial 6. Concepts transferable

3 What is IPNI

4 International Plant Nutrition Institute Engagement Pathway Formed in 2007 from the Potash & Phosphate Institute, the International Plant Nutrition Institute is supported by leading fertilizer manufacturers. Its mission is to promote scientific information on responsible management of plant nutrition.

5 International Plant Nutrition Institute Engagement Pathway

6 International Plant Nutrition Institute Engagement Pathway Closing Yield Gaps The difference between Realized Productivity and Achievable Best, with current genetic material, available technologies and management. Sustainable Intensification Producing More Food from the Same Area of Land while Reducing Impacts on the Environment. Godfray HCJ et al. Science 327, (2010) Garnett T. Science 341, (2013)

7 International Plant Nutrition Institute Engagement Pathway Oil Palm Various Cocoa Cassava 14% 15% 44% 27%

8 Out of the Box Thinking

9 Out of the Box MPLITUDE is the maximum displacement of points on a wave: the Adegree or intensity of change, measured from the equilibrium position. Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

10 Out of the Box MPLITUDE is the maximum displacement of points on a wave: the Adegree or intensity of change, measured from the equilibrium position. The Plantation Box Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

11 Out of the Box MPLITUDE is the maximum displacement of points on a wave: the Adegree or intensity of change, measured from the equilibrium position. The Plantation Box Plan Execute Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

12 Out of the Box ITHIN a Plantation Environment, the Amplitude Represents the Day to W Day Responses to Tactical Management Demands Within the Box Thinking is Critical Plan Execute Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

13 Out of the Box UT OF THE BOX ideas for plantation management are those that lead to Olarger than incremental performance changes Positive Amplitude Plan Execute Negative Amplitude Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

14 Out of the Box UT OF THE BOX ideas for plantation management are those that lead to Olarger than incremental performance changes Identify Core Competency Take Creative Leaps Apply Best Practices Plan Positive Amplitude Build Breakthrough Concepts Select Strategies Execute Identify Pains & Causes Negative Amplitude Crystallize Breakthrough Opportunity Areas (BOAs) Identify Risks Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

15 Out of the Box UT OF THE BOX ideas for plantation management are those that lead to Olarger than incremental performance changes Identify Core Competency Take Creative Leaps Apply Best Practices Plan Positive Amplitude Build Breakthrough Concepts Select Strategies Identify Pains & Causes Negative Amplitude Crystallize Breakthrough Opportunity Areas (BOAs) Identify Risks Breakdown Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

16 Out of the Box UT OF THE BOX ideas for plantation management are those that lead to Olarger than incremental performance changes Breakthrough Identify Core Competency Take Creative Leaps Apply Best Practices Plan Positive Amplitude Build Breakthrough Concepts Select Strategies Identify Pains & Causes Negative Amplitude Crystallize Breakthrough Opportunity Areas (BOAs) Identify Risks Adopted from the Bandrowski-Strategic-Innovation-Process" by James F. Bandrowski

17 Out of the Box Experts: technical, procedural, and intellectual knowledge. Actionable Solutions Innovators: imaginatively approach problems. Work Environment: Intrinsic & extrinsic motivation to solve problems at hand. Amabile, How to Kill Creativity. In Harvard Business Review on Breakthrough Thinking

18 Framing the Challenge

19 IPNI SEAPs Vision for the Industry ISSUE Breeders raise yield ceiling while managers keep it at the floor So I have been told by a breeder

20 IPNI SEAPs Vision for the Industry EXPLANATION R&D Breeder R&D

21 IPNI SEAPs Vision for the Industry HYPOTHESIS More potential can be realized by adopting innovative management Both authors agree

22 IPNI SEAPs Vision for the Industry VISION REDUCING UNREALIZED POTENTIAL

23 IPNI SEAPs Vision for the Industry VISION REDUCING UNREALIZED POTENTIAL

24 Business Opportunity: Yield Gap

25 Business Opportunity Fertilizer plots > 80% of average simulated potential yield; unfertilized control plots 47.5% Potential Yield FFB (Mg ha-1 year-1) <10 <20 <30 <40 <48 PALMSIM Model: Hoffmann et al., 2014 The Planter, Kuala Lumpur, 91 (1067): (2015)

26 Business Opportunity FFB (t/ha) Yield Age Profile Map Chart TREEAGE

27 Business Opportunity FFB (t/ha) Yield Age Profile Map Chart TREEAGE

28 Business Opportunity FFB (t/ha) Yield Age Profile Map Chart TREEAGE

29 Business Opportunity FFB (t/ha) Yield Age Profile Map Chart TREEAGE

30 Actionable Solutions

31 Actionable Solutions

32 Actionable Solutions Organize existing performance data for VISUALIZATION Quantify performance change for management DECISIONS Generate performance indicators and metrics for ANALYSES Devise specific performance intervention options for EVALUATION

33 Actionable Solutions Engage senior management Engaging senior management is essential to ensure commitment throughout the organization. PI is a long-term exercise that requires on-going commitment. Acquire data Plantation operators have internal accounting or control systems that capture this. Data include inputs and outputs for each block. Clean and assemble data Use data that is routinely available, not special experiment data. Anticipate some effort for this step. Organize data Set up a common database structure. This may require several cycles before a final structure is established. First analysis Show management the results of first analysis to seek feedback on future analyses. Follow-up analysis Expand data sets to include new partners and data from their new and old plantations. Anticipate large variations. Discuss with field managers Review results and ideas with field managers with the goal to interpret data for actionable recommendations. Review and repeat To keep the PI exercise relevant, an annual review is recommended. Ideally, it should become part of regular board meetings where management can be briefed on the insights gained and decide on the best activities to be introduced in the next production cycle.

34 Actionable Solutions FFB (t/ha) Yield Age Profile Map Chart TREEAGE

35 Actionable Solutions y = (-0.07*x) 25 FFB (t/ ha) Planted Area

36 Actionable Solutions UNDERSTANDING NPK RESPONSE TO FERTILIZER $ $ $

37 Actionable Solutions FFB (t/ha) NPKMg added over this year and previous 2 yrs (kg/ha, weighted 25:50:25)

38 Actionable Solutions BREAK EVEN 8~10 kg kg point fresh fruit bunches per kg fertilizer

39 Actionable Solutions 35 Soil Type Effects b=0.010 b=0.007 FFB (t/ha) b= NPKMg added over this year and previous 2 yrs (kg/ha, weighted 25:50:25)

40 Actionable Solutions Soil-Climate Interactions A Yield Performance Max Average B Min C D

41 Actionable Solutions Fresh Fruit Bunch Yield in t per ha Labor Yield Interactions Harvest Man days

42 Actionable Solutions Fresh Fruit Bunch Yield in t per ha Labor Yield Interactions Expected yield level Harvest Man days

43 Actionable Solutions Fresh Fruit Bunch Yield in t per ha Fruit is grown but not harvested Labor Yield Interactions Only with enough labor, all fruit is harvested Expected yield level Harvest Man days

44 Actionable Solutions Further Applications 1 Full Gross Marginal Return from Blocks 2 Net Present Value (NPV) for Investment Evaluation 3 Systematic Sourcing of Fertilizers

45 Actionable Solutions Actionable Interventions 1 No intervention for further action identified 2 Possible management interventions identified

46 Implementing Solutions

47 Implementing Solutions INTERVENTION: trial at block scale trial at estate scale

48 Implementing Solutions

49 Implementing Solutions Conduct a preliminary yield gap analysis Adopt BMP as standard practice. Optional: launch as Estate-Scale Experimentation if greater certainty is needed Assign BMP and REF blocks throughout estate BMP step-by-step Determine which BMPs are suitable for implementation at the whole plantation, if any 5 3 Implement BMPs and collect data 4 Study data together with plantation managers and conduct a follow-up yield gap analysis

50 Implementing Solutions A sample estate with three soil types with one pair of BMP/REF blocks per 1,000 hectares. Regular production block BMP block REF block Soil A Soil B Soil c

51 Implementing Solutions 3.0 Fresh fruit bunch yields among prime-age and old palms 2.5 Yield at BMP blocks (t/ha/month) Pre-BMP Prime-age palms Pre-BMP Old palms 1 Prime-age palms 1 Old palms 2 Prime-age palms 2 Old palms 3 Prime-age palms 3 Old palms 4 Prime-age palms 4 Old palms Yield at REF blocks (t/ha/month) Oberthür et al. International Oil Palm Conference 2012.

52 Implementing Solutions

53 Implementing Solutions Fertilizer treatment layout TREATMENT none DIVISION Division 1 Division 2 Division 3

54 Summary & Proposition

55 Summary & Proposition Plan PalmSim Simulations BMP trials to test breakthrough concepts Estate Scale Experiments to build breakthrough concepts Monitor BMPs Breakthrough Execute Plantation Intell to identify causes Plantation Intell to crystallize breakthrough opportunities) Breakdown

56 Summary & Proposition Business Opportunity PALMSIM Model Measure Performance Plantation Intelligence Continuous Improvement Best Management Practices

57 Summary & Proposition Business Opportunity PALMSIM Model Measure Performance Plantation Intelligence Continuous Improvement Best Management Practices

58 Summary & Proposition THE MISSING LINK Share, Analyze, Learn, Change, Gain production ha by palm age, total monthly FFB & bunch number, monthly nutrient amounts, monthly rainfall & rain days Estate Networking The Benchmark Club Malaysian Estate Owners Association International Plant Nutrition Institute???

59 Summary & Proposition Business Opportunity PALMSIM Model Measure Performance Plantation Intelligence Estate Networking The Benchmark Club Continuous Improvement Best Management Practices

60 IPNI Southeast Asia Program Malaysian Estate Owners Association Raise Seminar August 11, 2015

Conceptual Background

Conceptual Background 21//15 Plantation Intelligence Analysis of Commercial Data for Yield and Fertilizer Management in Oil Palm OBERTHÜR, Thomas Director South East Asia Program, International Plant Nutrition Institute 1 Conceptual

More information

Plantation Intelligence

Plantation Intelligence IPNI Southeast Asia Program Plantation Intelligence Management Processes for Planters Thomas Oberthür on behalf of IPNI Southeast Asia s Oil Palm Program and its plantation partners, for the 2 nd C//PAL

More information

Plantation Intelligence

Plantation Intelligence Plantation Intelligence Analysis of Commercial Data for Yield and Fertilizer Management in Oil Palm Oberthür, Chua, Cook, Donough, Cock, Lim, Mohanaraj, Rachel & Kam XVIII Conferencia Internacional Sobre

More information

IPNI s Vision of Sustainable Oil Palm Intensification in 2020 and Beyond

IPNI s Vision of Sustainable Oil Palm Intensification in 2020 and Beyond IPNI s Vision of Sustainable Oil Palm Intensification in 2020 and Beyond Chua, C.K., Oberthür, T., Cook, S., Lim, C.H., Donough, C.R., Cock, J., Sugianto, H. and Lim, Y.L. MOSTA Oil Palm Best Practices

More information

4R Nutrient Stewardship

4R Nutrient Stewardship 4R Nutrient Stewardship Major Crops of Southeast Asia Good Reasons to Engage IPNI Southeast Asia Program for: 4R Nutrient Stewardship Major Crops of Southeast Asia Good Reasons to Engage 1. 4 Rights Nutrient

More information

Sustainable Intensification

Sustainable Intensification An Introduction IPNI Best Management Practice (BMP) Process Supported by Plantation Intelligence & Estate-Scale Experimentation Sustainable Intensification Reduced yield gaps, increased oil yields IPNI

More information

Sustainable Intensification

Sustainable Intensification An Introduction IPNI Best Management Practice (BMP) Process Supported by Plantation Intelligence & Estate-Scale Experimentation Sustainable Intensification Reduced yield gaps, increased oil yields IPNI

More information

IPNI Southeast Asia Program

IPNI Southeast Asia Program IPNI Southeast Asia Program Research experiences and requirements for sustainable palm oil in Southeast Asia The Example of Potassium Oberthür, Donough, Sugianto, Lim & Tan IAPN in Dialogue: Palm oil is

More information

IPNI Southeast Asia Program

IPNI Southeast Asia Program IPNI Southeast Asia Program Overview: Potassium Management in Oil Palm Plantations Oberthur, Donough, Sugianto, Lim & Tan Advances in Potassium Research For Efficient Soil and Crop Management IPNI Southeast

More information

Sustainable Intensification With Best Management Practices (BMP) Oil Palm in Southeast Asia, Marginal Environments

Sustainable Intensification With Best Management Practices (BMP) Oil Palm in Southeast Asia, Marginal Environments Sustainable Intensification With Best Management Practices (BMP) Oil Palm in Southeast Asia, Marginal Environments Thomas Oberthür - Director, IPNI Southeast Asia Program Christopher R. Donough - Consultant,

More information

Driven by an increasing demand for oil palm products, crude palm

Driven by an increasing demand for oil palm products, crude palm ST A SOUTHEAST A S I A Key Principles of Crop and Nutrient Management in Oil Palm By C. Witt, T.H. Fairhurst, and W. Griffiths There are substantial opportunities for the oil palm industry to increase

More information

Develops and promotes scientific information about responsible management of plant nutrition for the benefit of the human family

Develops and promotes scientific information about responsible management of plant nutrition for the benefit of the human family POLICY BRIEF FOR IMMEDIATE RELEASE PR2013-3 Develops and promotes scientific information about responsible management of plant nutrition for the benefit of the human family International Plant Nutrition

More information

Oil Palm Best Management Practices in Ghana. Mid Term Report

Oil Palm Best Management Practices in Ghana. Mid Term Report Oil Palm Best Management Practices in Ghana Mid Term Report Acknowledgements The oil palm BMP project coordinated by IPNI and Solidaridad in Ghana is a large collaborative project, involving many partners.

More information

Scaling Up Site-Specific BMP Management for Global Impact Harold F. Reetz, Jr. Ph.D., CPAg, CCA

Scaling Up Site-Specific BMP Management for Global Impact Harold F. Reetz, Jr. Ph.D., CPAg, CCA Scaling Up Site-Specific BMP Management for Global Impact Harold F. Reetz, Jr. Ph.D., CPAg, CCA International Plant Nutrition Institute Foundation for Agronomic Research Monticello, Illinois BMPs are Site-Specific

More information

Analysis of Implementation of Best Management Practices in Oil Palm Plantations in Indonesia

Analysis of Implementation of Best Management Practices in Oil Palm Plantations in Indonesia Analysis of Implementation of Best Management Practices in Oil Palm Plantations in Indonesia Tiemen Rhebergen MSc thesis Plant Production Systems May 2012 Analysis of Implementation of Best Management

More information

Yield improvement the keystone of sustainability?

Yield improvement the keystone of sustainability? Are we fiddling whilst Rome burns? Yield improvement the keystone of sustainability? Thomas Fairhurst Topical Crop Consultants Limited Slide 2 1 Major challenges to feed the world with sustainable palm

More information

IPNI Southeast Asia Program. Fertilizer supply vis-à-vis crop nutrient demands. A brief analyses of key agricultural commodities in Southeast Asia

IPNI Southeast Asia Program. Fertilizer supply vis-à-vis crop nutrient demands. A brief analyses of key agricultural commodities in Southeast Asia IPNI Southeast Asia Program Fertilizer supply vis-à-vis crop nutrient demands A brief analyses of key agricultural commodities in Southeast Asia Thomas Oberthür & Tan Mei Shih IPNI Southeast Asia. IPNI

More information

New Planting & Replanting Techniques

New Planting & Replanting Techniques New Planting & Replanting Techniques for Oil Palms MOSTA Oil Palm Best Practices Workshop 2012 Good Agricultural Practices & Sustainable Management Systems in Oil Palm 27 29 August 2012, Sandakan, Sabah,

More information

YIELD INTENSIFICATION IN OIL PALM USING BMP AS A MANAGEMENT TOOL

YIELD INTENSIFICATION IN OIL PALM USING BMP AS A MANAGEMENT TOOL YIELD INTENSIFICATION IN OIL PALM USING BMP AS A MANAGEMENT TOOL C R Donough 1, C Witt 2 and T H Fairhurst 3 International Plant Nutrition Institute (IPNI) Southeast Asia Program P.O. Box 500 GPO, 10670

More information

The Outlook for Agriculture and Fertilizer Demand for Urea, Compound and Organic in Indonesia

The Outlook for Agriculture and Fertilizer Demand for Urea, Compound and Organic in Indonesia 11/4/211 The Outlook for Agriculture and Fertilizer Demand for Urea, Compound and Organic in Indonesia Bambang Tjahjono Marketing Director of PT PUSRI Presented in 211 IFA Crossroads Asia-Pacific 2-4 November

More information

INCREASING PALM OIL YIELDS BY MEASURING OIL RECOVERY EFFICIENCY FROM THE FIELDS TO THE MILLS

INCREASING PALM OIL YIELDS BY MEASURING OIL RECOVERY EFFICIENCY FROM THE FIELDS TO THE MILLS INCREASING PALM OIL YIELDS BY MEASURING OIL RECOVERY EFFICIENCY FROM THE FIELDS TO THE MILLS James Cock, Chris R Donough, Thomas Oberthür, K Indrasuara, Rahmadsyah, Gatot A R, T Dolong CPO yield components

More information

Steven Retzlaff President Global Sourcing & Cocoa. Barry Callebaut Investors & Analysts days

Steven Retzlaff President Global Sourcing & Cocoa. Barry Callebaut Investors & Analysts days Barry Callebaut Improving sustainable Cocoa Supply Steven Retzlaff President Global Sourcing & Cocoa Oct 2011 Barry Callebaut Investors & Analysts days Ivory Coast A lost decade Cocoa vs. Rubber : IC farmgate

More information

The Value of Global Soil Information to the International Plant Nutrition Institute

The Value of Global Soil Information to the International Plant Nutrition Institute The Value of Global Soil Information to the International Plant Nutrition Institute GSP/e-SOTER workshop March 20, 2012, Rome, Italy Terry Roberts, PhD President, IPNI Better Crops, Better Environment

More information

FRESH FRUIT BUNCH QUALITY AND OIL LOSSES IN MILLING PROCESSES AS FACTORS THAT AFFECT THE EXTRACTION RATE OF PALM OIL

FRESH FRUIT BUNCH QUALITY AND OIL LOSSES IN MILLING PROCESSES AS FACTORS THAT AFFECT THE EXTRACTION RATE OF PALM OIL FRESH FRUIT BUCH QUALITY AD OIL LOSSES I MILLIG PROCESSES AS FACTORS THAT AFFECT THE EXTRACTIO RATE OF PALM OIL Farahida Zulkefli Email : farahida@melaka.uitm.edu.my asuddin Othman Syahrizan Syahlan Email

More information

More Genes or More Agronomists?

More Genes or More Agronomists? ASA, CSSA, SSSA 2010 Annual Meeting Oct. 31- Nov. 4 Long Beach, CA Special Session: Challenges in Achieving a Second Green Revolution More Genes or More Agronomists? Paul E. Fixen International Plant Nutrition

More information

4R Nutrient Management: Key to Increasing Sugarcane Yield in Myanmar

4R Nutrient Management: Key to Increasing Sugarcane Yield in Myanmar EVENT: Nutrient Management Seminar 4R Nutrient Management: Key to Increasing Sugarcane Yield in Myanmar Dr. Tin Maung Aye Agronomist and soil scientist Growing environments in Myanmar Sugarcane(Saccharum

More information

Beef Production Systems

Beef Production Systems SUSTAINABLE SOLUTIONS FOR Beef Production Systems Version 16.1 December 2015 TABLE OF CONTENTS Introduction...3 The Challenge...4 Key Strategies...5 Strategic Objectives...5 Strategic Objective 1: Enhance

More information

Cost and benefit analysis of cropping systems for sorghum and maize production under the Africa RISING project in Mali Felix Badolo

Cost and benefit analysis of cropping systems for sorghum and maize production under the Africa RISING project in Mali Felix Badolo Cost and benefit analysis of cropping systems for sorghum and maize production under the Africa RISING project in Mali Felix Badolo Produced by Published by International Crops Research Institute for the

More information

Physical Changes to Oil Palm Empty Fruit Bunches (EFB) and EFB Mat (Ecomat) during Their Decomposition in the Field

Physical Changes to Oil Palm Empty Fruit Bunches (EFB) and EFB Mat (Ecomat) during Their Decomposition in the Field Pertanika J. Trop. Agric. Sci. 33 (1): 39-44 (2010) ISSN: 1511-3701 Universiti Putra Malaysia Press Physical Changes to Oil Palm Empty Fruit Bunches () and Mat () during Their Decomposition in the Field

More information

Economic Analysis of Improved Smallholder Rubber Agroforestry Systems in West Kalimantan, Indonesia - Implications for Rubber Development

Economic Analysis of Improved Smallholder Rubber Agroforestry Systems in West Kalimantan, Indonesia - Implications for Rubber Development Economic Analysis of Improved Smallholder Rubber Agroforestry Systems in West Kalimantan, Indonesia - Implications for Rubber Development Yuliana Cahya Wulan Suseno Budidarsono Laxman Joshi SSLWM: Linking

More information

Conceptualization of Info- Crop Oil Palm Nutrient Modeling In Nigerian Institute for Oil Palm Research

Conceptualization of Info- Crop Oil Palm Nutrient Modeling In Nigerian Institute for Oil Palm Research Greener Journal of Agricultural Sciences ISSN: 2276-7770; ICV: 6.15 Vol. 2(8), pp. 424-431, December, 2012 Copyright 2017, the copyright of this article is retained by the author(s) http://gjournals.org/gjas

More information

Penguatan R&D Dalam Upaya Pengembangan Industri Sawit

Penguatan R&D Dalam Upaya Pengembangan Industri Sawit Penguatan R&D Dalam Upaya Pengembangan Industri Sawit Tony Liwang Lembaga Pendidikan Perkebunan Jogjakarta, 17-18 Januari 2018 Background Yield Improvement - The facts at a glance Source: Wageningen World,

More information

SEASONAL VARIATION IN YIELD AND DEVELOPMENTAL PROCESSES IN AN OIL PALM DENSITY TRIAL ON A PEAT SOIL: 1. YIELD AND BUNCH NUMBER COMPONENTS

SEASONAL VARIATION IN YIELD AND DEVELOPMENTAL PROCESSES IN AN OIL PALM DENSITY TRIAL ON A PEAT SOIL: 1. YIELD AND BUNCH NUMBER COMPONENTS JOURNAL Journal of OF Oil OIL Palm PALM Research RESEARCH Vol. 16 (2) 16 No. 2, December 2004, p. 88-105 SEASONAL VARIATION IN YIELD AND DEVELOPMENTAL PROCESSES IN AN OIL PALM DENSITY TRIAL ON A PEAT SOIL:

More information

Identification and elimination of yield gaps in oil palm. Use of OMP7 and GIS 1

Identification and elimination of yield gaps in oil palm. Use of OMP7 and GIS 1 Identification and elimination of yield gaps in oil palm. Use of OMP7 and GIS 1 William Griffiths 2, Thomas Fairhurst 3, Ian Rankine 4, Armin Gfroerer Kerstan 4, and Clive Taylor 1 Abstract The increasing

More information

Indonesian Company Makes Scientific Breakthrough in Oil Palms

Indonesian Company Makes Scientific Breakthrough in Oil Palms Indonesian Company Makes Scientific Breakthrough in Oil Palms Sumatra Bioscience Announces Publication of World s First Patent to Produce F 1 Oil Palm Hybrids SINGAPORE 7 October 2008 Sumatra Bioscience,

More information

DETERMINATION OF OPTIMUM STERILIZATION CONDITION BASED ON CALCULATED HEAT TRANSFER RATE FOR PALM OIL MILL PROCESS

DETERMINATION OF OPTIMUM STERILIZATION CONDITION BASED ON CALCULATED HEAT TRANSFER RATE FOR PALM OIL MILL PROCESS DETERMINATION OF OPTIMUM STERILIZATION CONDITION BASED ON CALCULATED HEAT TRANSFER RATE FOR PALM OIL MILL PROCESS Arif bin Ab Hadi, Dato Ir. Abd. Wahab Mohammad and Ir. Mohd Sobri Takriff Department of

More information

Replies to MSWG s Questions

Replies to MSWG s Questions SOUTHERN ACIDS (M) BERHAD 37 TH ANNUAL GENERAL MEETING 30 AUGUST 2018 Replies to MSWG s Questions Strategic and Financial - Question (1)(i) Oleochemical As reported in the Management Discussion & Analysis

More information

NITROGEN FERTILIZER USE AND GRAIN PRODUCTION IN CHINA

NITROGEN FERTILIZER USE AND GRAIN PRODUCTION IN CHINA NITROGEN FERTILIZER USE AND GRAIN PRODUCTION IN CHINA Shutian LI, Jiyun JIN IPNI China Program Dec. 5, 010, New Delhi Fertilizer N consumption Fertilizer N consumption from 1953 to 008 3500 N consumption,

More information

Evaluation of BioAg Biotechnical Nutrients in the Production of Bananas in North India

Evaluation of BioAg Biotechnical Nutrients in the Production of Bananas in North India Evaluation of BioAg Biotechnical Nutrients in the Production of Bananas in North India Dr S.K. Barthan Roy, Centre for Strategic Studies, Kolkata, India 1. Introduction In 2011, BioAg Pty Ltd commissioned

More information

STRATEGIC GROWTH AND INNOVATION

STRATEGIC GROWTH AND INNOVATION STRATEGIC GROWTH AND INNOVATION Building Growth and Business Value Rapidly Through Execution DOMESTIC MARKETS EXPANSION PROGRAM (DMEP) Presented by: Roy Luebke Business Growth Consultant We are the U.S.

More information

Nutrient Losses Through Runoff from Several Types of Fertilisers Under Mature Oil Palm

Nutrient Losses Through Runoff from Several Types of Fertilisers Under Mature Oil Palm Malaysian Journal of Soil Science Vol. 21: 113-121 (2017) ISSN: 1394-7990 Malaysian Society of Soil Science Nutrient Losses Through Runoff from Several Types of Fertilisers Under Mature Oil Palm Vijiandran

More information

Resilience in the palm oil value chain in Sabah, Malaysia

Resilience in the palm oil value chain in Sabah, Malaysia Resilience in the palm oil value chain in Sabah, Malaysia Authors: Jonas Joerin 1 Olivia Pfister 1 Johan Six 1 Jupikely James Silip 2 May 2017 We report, here, on the output of a collaborative project

More information

Importance of Phosphorus in Plant and Human Nutrition

Importance of Phosphorus in Plant and Human Nutrition Importance of Phosphorus in Plant and Human Nutrition The Role of Fertilizer in Global Food Security and World Phosphate Reserves and Resources Report Release Terry Roberts, PhD President, IPNI Wednesday,

More information

Survival and growth performance of teak under monocrop system and intercropped with oil palm

Survival and growth performance of teak under monocrop system and intercropped with oil palm Sepilok Bulletin 13 & 14: 33-42 (2011) Survival and growth performance of teak under monocrop system and intercropped with oil palm F.R. Chia Forest Research Centre, Sabah Forestry Department, P.O. Box

More information

Semiconductor Marketing, Part 2. bob.bridge at zilkerlabs.com PhD, EE, UT, 1976 CEO Zilker Labs

Semiconductor Marketing, Part 2. bob.bridge at zilkerlabs.com PhD, EE, UT, 1976 CEO Zilker Labs Semiconductor Marketing, Part 2 bob.bridge at zilkerlabs.com PhD, EE, UT, 1976 CEO Zilker Labs 1 Guide to Understanding the Material Concept is important to success in this class! Concept is important

More information

AGROFORESTRY PRACTICES IN MALAYSIA - INTEGRATING PLANTATION CROPS WITH TIMBER SPECIES

AGROFORESTRY PRACTICES IN MALAYSIA - INTEGRATING PLANTATION CROPS WITH TIMBER SPECIES AGROFORESTRY PRACTICES IN MALAYSIA - INTEGRATING PLANTATION CROPS WITH TIMBER SPECIES Ahmed Azhar Jaafar, Norman Kasiran, Suhaimi Muhammed and Wan Hanisah Wan Ismail Faculty of Applied Science, Universiti

More information

IPNI Southeast Asia Program

IPNI Southeast Asia Program IPNI Southeast Asia Program INCREASING MAIZE FARMING PROFITABILITY IN THE PHILIPPINES THROUGH THE USE OF NUTRIENT EXPERT for MAIZE Mirasol Pampolino, Apolonio Ocampo, Lovely Luar, Thomas Oberthür, Jonathan

More information

Improving Nutrient Management in Agriculture. Industry Perspective

Improving Nutrient Management in Agriculture. Industry Perspective Improving Nutrient Management in Agriculture. Industry Perspective Terry L. Roberts, Ph.D. President, IPNI GPNM Session Second Global Conference on Land-Ocean Connections Montego Bay, Jamaica October 3,

More information

Assignment 10. Innovation Center IE445 / ME445 / DES431 / MKTG478

Assignment 10. Innovation Center IE445 / ME445 / DES431 / MKTG478 Assignment 10 Description Plan A marketing plan is a written document to outline how your new product/service should be launched to maximize its performance on the market. This document will be an end-of-the

More information

YIELD AND NUTRITIONAL ENHANCEMENT IN CUCUMBER

YIELD AND NUTRITIONAL ENHANCEMENT IN CUCUMBER YIELD AND NUTRITIONAL ENHANCEMENT IN CUCUMBER (Cucumis sativus L.) THROUGH COMBINATION OF POULTRY MANURE AND NPK FERTILIZER BY OBI, C. M AND NWANKPA, A. P DEPARTMENT OF CROP SCIENCE AND TECHNOLOGY, SCHOOL

More information

Chapter 1: INTRODUCTION TO STRATEGIC MARKETING. Chapter 11: Strategic Leadership

Chapter 1: INTRODUCTION TO STRATEGIC MARKETING. Chapter 11: Strategic Leadership Chapter 1: INTRODUCTION TO STRATEGIC MARKETING Learning outcomes After reading this chapter you should be able to: Distinguish between the different levels of strategy and marketing Describe what strategic

More information

A23. Oil Palm Responses to N, P, K and Mg Fertilizers on Two Major Soil T ypes in Sabah. Soon B B F* and Hong H W*

A23. Oil Palm Responses to N, P, K and Mg Fertilizers on Two Major Soil T ypes in Sabah. Soon B B F* and Hong H W* Oil Palm Responses to N, P, K and Mg Fertilizers on Two Major Soil T ypes in Sabah Soon B B F* and Hong H W* A23 ABSTRACT The results of N, P, K and Mg fertilizer trials on two major soil types of Sabah,

More information

REA Holdings. H Update. November 2016

REA Holdings. H Update. November 2016 REA Holdings H1 2016 Update November 2016 CONTENTS Map of Operations Page 3 H1 2016 Operational and Financial Highlights Page 4 Agricultural Progress Page 5 CPO Price Page 6 Land Development Page 7 DSN

More information

BALANCED SCORECARD (BSC) Ratapol Wudhikarn, Ph.d. Knowledge management College of Arts, Media and Technology

BALANCED SCORECARD (BSC) Ratapol Wudhikarn, Ph.d. Knowledge management College of Arts, Media and Technology BALANCED SCORECARD (BSC) Ratapol Wudhikarn, Ph.d. Knowledge management College of Arts, Media and Technology Contents IC and BSC A concept of BSC The BSC as a management system Why does business need a

More information

Reporting for Fundraising

Reporting for Fundraising Strategies for Supporting Advancement and Development Reporting for Fundraising Metrics, Analytics and the Strategic Plan Relating your data warehouse design to your strategic plan. SupportingAdvancement.com

More information

Assessment of Replacement Cost of Soil Erosion in Uva High Lands Tea Plantations of Sri Lanka

Assessment of Replacement Cost of Soil Erosion in Uva High Lands Tea Plantations of Sri Lanka Current World Environment Vol. 6(2), 241-246 (2011) Assessment of Replacement Cost of Soil Erosion in Uva High Lands Tea Plantations of Sri Lanka PRASAD DHARMASENA and M.S. BHAT Department of Geography

More information

Forest Fertilization Program

Forest Fertilization Program Lesson 3 Forest Fertilization Program 45 minutes Objectives Review and expand on the guidance found in the Forest Fertilization Guidebook on the strategic planning of fertilization Discuss the questions

More information

An Application of Balanced Scorecard System in Strengthening Agricultural Firm

An Application of Balanced Scorecard System in Strengthening Agricultural Firm An Application of Balanced Scorecard System in Strengthening Agricultural Firm Dwi Kurniawan #1 #1 Industrial Engineering Department, Institut Teknologi Nasional Jl. KH. Hasan ustapa No. 23, Bandung, Indonesia

More information

History and Global Perspective of Soil Sampling and Analysis

History and Global Perspective of Soil Sampling and Analysis History and Global Perspective of Soil Sampling and Analysis S8/S4 Symposium Soil Testing in the 21 st Century November 3, 2009 Paul E. Fixen Our Plan Role of soil testing History of soil sampling and

More information

Improving Nutrient Use Efficiency with 4R Nutrient Stewardship

Improving Nutrient Use Efficiency with 4R Nutrient Stewardship Improving Nutrient Use Efficiency with 4R Nutrient Stewardship Dr. Adrian Johnston IPNI Asia & Africa Vice President Seminar on Sustainable Fertilizer Management, 16-17 September 2013, Beijing, China IPNI

More information

Implementing Reliability Excellence By Randy Heisler, CMRP As appeared in the February 2005 issue of Maintenance Technology

Implementing Reliability Excellence By Randy Heisler, CMRP As appeared in the February 2005 issue of Maintenance Technology Implementing Reliability Excellence By Randy Heisler, CMRP As appeared in the February 2005 issue of Maintenance Technology The first question often asked is: What is Reliability Excellence? The answer

More information

Operational Change Management

Operational Change Management Operational Change Management Gina Langel Manager Continuous Improvement Cindy Sketch Change Management Manager What is Change Management? The process that guides how we prepare, equip, and support individuals

More information

Security whatever the weather!

Security whatever the weather! Security whatever the weather! WORLD FIRST Security Environment Yield NITROGEN STABILISED The all-weather fertiliser The future of fertilisation. Saxony, May 2013 102 mm of rain in 9 days Saxony, April

More information

Strategies to Increase Nitrogen Use Efficiency and Reduce Nitrate Leaching in Vegetable Production in the Netherlands

Strategies to Increase Nitrogen Use Efficiency and Reduce Nitrate Leaching in Vegetable Production in the Netherlands Strategies to Increase Nitrogen Use Efficiency and Reduce Nitrate Leaching in Vegetable Production in the Netherlands F.J. de Ruijter, H.F.M. ten Berge and A.L. Smit Wageningen University and Research

More information

Will Asia continue to drive global fertilizer demand to 2030?

Will Asia continue to drive global fertilizer demand to 2030? Will Asia continue to drive global fertilizer demand to 2030? Fertilizer demand forecasting beyond traditional trend analysis Laura Cross Analyst Integer Research Overview Integer s new approach to fertilizer

More information

The Certified Supervisor. Contents are subject to change. For the latest updates visit Page 1 of 8

The Certified Supervisor. Contents are subject to change. For the latest updates visit Page 1 of 8 The Certified Supervisor Page 1 of 8 Why Attend Supervisors play an important role in a company's success as they are significantly involved in the day-to-day operations, guiding employees through certain

More information

Research Journal of Agriculture and Biological Sciences

Research Journal of Agriculture and Biological Sciences AENSI Journals Research Journal of Agriculture and Biological Sciences ISSN: 1816-1561 Journal home page: http://www.aensiweb.com/rjabs/ Principle Component Analysis on Good Agriculture Practices Among

More information

Business Plan Guidance

Business Plan Guidance Business Plan Guidance Section 1: Mission, Vision and Growth Plan 1. The Business Plan should include the organization s mission and vision. These may differ from the education corporation or school-level

More information

LIFE CYCLE INVENTORY OF THE PRODUCTION OF CRUDE PALM OIL - A GATE TO GATE CASE STUDY OF 12 PALM OIL MILLS

LIFE CYCLE INVENTORY OF THE PRODUCTION OF CRUDE PALM OIL - A GATE TO GATE CASE STUDY OF 12 PALM OIL MILLS JOURNAL Journal of OF Oil OIL Palm PALM Research RESEARCH Vol. 20 (JUNE 20 June 2008) 2008 p. 484-494 LIFE CYCLE INVENTORY OF THE PRODUCTION OF CRUDE PALM OIL - A GATE TO GATE CASE STUDY OF 12 PALM OIL

More information

STUDIES ON THE EFFECT OF RATIOS AND LEVELS OF NPK FERTILIZER NUTRIENTS ON THE PRODUCTIVITY OF HYBRID SUNFLOWER UNDER RAINFED FARMING SITUATIONS

STUDIES ON THE EFFECT OF RATIOS AND LEVELS OF NPK FERTILIZER NUTRIENTS ON THE PRODUCTIVITY OF HYBRID SUNFLOWER UNDER RAINFED FARMING SITUATIONS STUDIES ON THE EFFECT OF RATIOS AND LEVELS OF NPK FERTILIZER NUTRIENTS ON THE PRODUCTIVITY OF HYBRID SUNFLOWER UNDER RAINFED FARMING SITUATIONS Lokanath H. Malligawad, Agronomist (Groundnut), Oilseeds

More information

National Pingtung University of Science and Technology Pingtung, Taiwan. Odette Varela Milla Wu-Jang Huang PhD.

National Pingtung University of Science and Technology Pingtung, Taiwan. Odette Varela Milla Wu-Jang Huang PhD. National Pingtung University of Science and Technology Pingtung, Taiwan. Odette Varela Milla Wu-Jang Huang PhD. Contents: Objectives Introduction Characteristics of carbonized rice residues Biochar preparation

More information

An example IDSS gap and constraints analysis for small scale irrigation systems in the Robit watershed

An example IDSS gap and constraints analysis for small scale irrigation systems in the Robit watershed An example IDSS gap and constraints analysis for small scale irrigation systems in the Robit watershed Feed the Future Innovation Laboratory for Small Scale Irrigation (ILSSI) Introduction Over the past

More information

Benchmarking Yield for Sustainable Intensification of Oil Palm Production in Indonesia using PALMSIM

Benchmarking Yield for Sustainable Intensification of Oil Palm Production in Indonesia using PALMSIM The Planter, Kuala Lumpur, 91 (1067): 81-96 (2015) Benchmarking Yield for Sustainable Intensification of Oil Palm Production in Indonesia using PALMSIM M.P. HOFFMANN, 1, C. DONOUGH 2, T. OBERTHÜR 2, A.

More information

Microdose fertilisation : a step on the ladder towards crop intensification in the Sahel?

Microdose fertilisation : a step on the ladder towards crop intensification in the Sahel? Microdose fertilisation : a step on the ladder towards crop intensification in the Sahel? Charles Bielders UCL Total millet production, millet grain yield and harvested area in Niger Yield Area Production

More information

bulk density (g/cm3)

bulk density (g/cm3) f1 (calculated tortuosity) Agronomy 515 ~ Plant Mineral Nutrition Problem Set 1, Fall 12 Directions: Answers to this problem set may be brief and in outline format. Show all work for calculations. State

More information

Prospects of Nature Farming for Rice Production in Indonesia M. S. Wigenasantana and T. Waluyo National University, Jakarta, Indonesia

Prospects of Nature Farming for Rice Production in Indonesia M. S. Wigenasantana and T. Waluyo National University, Jakarta, Indonesia Prospects of Nature Farming for Rice Production in Indonesia M. S. Wigenasantana and T. Waluyo National University, Jakarta, Indonesia Abstract Increased rice production is urgently needed in Indonesia

More information

1. PRESENTATION OUTLINE

1. PRESENTATION OUTLINE ZERO WASTE TECHNOLOGY FOR PALM OIL MILLS: LATEST INNOVATION AND HOLISTIC COMPOSTING SYSTEM (POMEDfree ) DR. HJ. ZULKIFLI AB. RAHMAN Malaysian Palm Oil Board CH00 HUAN BOON Genting Plantations Bhd M P O

More information

PT Smart Tbk. Particulars. RSPO Annual Communications of Progress Particulars Form. About Your Organisation. 1.1 Name of your organization

PT Smart Tbk. Particulars. RSPO Annual Communications of Progress Particulars Form. About Your Organisation. 1.1 Name of your organization Particulars About Your Organisation 1.1 Name of your organization PT Smart Tbk 1.2 What is/are the primary activity(ies) or product(s) of your organization? Oil Palm Growers Palm Oil Processors and/or

More information

Agriculture and fertilizer market in the Philippines: current situation and outlook. Angela Bunoan-Olegario IFA, Paris, France

Agriculture and fertilizer market in the Philippines: current situation and outlook. Angela Bunoan-Olegario IFA, Paris, France Agriculture and fertilizer market in the Philippines: current situation and outlook Angela Bunoan-Olegario IFA, Paris, France Sanya, P.R. China, 2 4 November 2011 Content Agriculture and economic context

More information

Precision Ag Update. --Trends in Practices and Management of Data. Harold F. Reetz, Jr. Ph.D., CPAg, CCA

Precision Ag Update. --Trends in Practices and Management of Data. Harold F. Reetz, Jr. Ph.D., CPAg, CCA Precision Ag Update --Trends in Practices and Management of Data Harold F. Reetz, Jr. Ph.D., CPAg, CCA Manitoba Agronomists Conference Winnipeg, Manitoba December 15, 2009 Growing Population Means Growing

More information

Technical Group Manager Role Profile

Technical Group Manager Role Profile Technical Group Manager Role Profile Communication Oral Communication Frequently receives, understands and conveys straightforward information in a clear and accurate manner. Frequently receives, understands

More information

Management of Technology & Innovation MKTG5603 & Biotech Commercialisation MKTG5604 Workshop 1 Part B: Business Model & Innovation Strategy

Management of Technology & Innovation MKTG5603 & Biotech Commercialisation MKTG5604 Workshop 1 Part B: Business Model & Innovation Strategy Management of Technology & Innovation MKTG5603 & Biotech Commercialisation MKTG5604 Workshop 1 Part B: Business Model & Innovation Strategy Professor Tim Mazzarol UWA Business School MOTI MKTG5603 BC MTKG5604

More information

Certified Association Executive

Certified Association Executive Certified Association Executive PRIOR LEARNING ASSESSMENT YOU VE ALREADY DONE THE WORK. NOW MAKE IT COUNT. CSAE understands that not-for-profit leaders like you have a wealth of knowledge and expertise

More information

Sub.: Submission of annual research report of AICRP on sugarcane Crop Production and Audit Utilization certificate

Sub.: Submission of annual research report of AICRP on sugarcane Crop Production and Audit Utilization certificate D.B.Phonde. Sr.Scientist & Head, Soil Science. VSI/CP/Agro // /2014-15 May 28, 2014 To, Dr. O. K. Sinha, Project Co-coordinator, AICRP on Sugarcane, Indian Institute of Sugarcane Research, Rae Bareli Road,

More information

The water footprint of oil palm crop in Phetchaburi province

The water footprint of oil palm crop in Phetchaburi province International Journal of Renewable Energy, Vol. 7, No. 2, July - December 2012 The water footprint of oil palm crop in Phetchaburi province Lukkanaporn Seewiseng a *, Kampanad Bhaktikul a, Chumlong Aroonlertaree

More information

Quality-Based Incentive Programs

Quality-Based Incentive Programs Quality-Based Incentive Programs 1 Benchmarking Incentive Programs n Telephone survey of 9 modular manufacturers 2 Benchmarking Incentive Programs Telephone survey of 3 HUD Code manufacturers 3 Benchmarking

More information

Administrator 7 Role Profile

Administrator 7 Role Profile Administrator 7 Role Profile Communication Oral Communication Frequently receives, understands and conveys straightforward information in a clear and accurate manner. Frequently receives, understands and

More information

Business Process Improvement by Evans Incorporated

Business Process Improvement by Evans Incorporated Business Process Improvement by Evans Incorporated A HUMAN-CENTERED INNOVATION SOLUTION HOW EVANS VIEWS BUSINESS PROCESS IMPROVEMENT Evans Incorporated s unique brand of Business Process Improvement (BPI)

More information

Implementing APRIL s 4Cs on Peatland

Implementing APRIL s 4Cs on Peatland Implementing APRIL s 4Cs on Peatland APRIL-IPEWG Peatland Roadmap Version 3.2, June 2017 The Independent Peatland Expert Working Group (IPEWG) was established to support APRIL by providing science-based

More information

Waste to Energy. Biogas Production Utilizing Palm Oil Mill Effluent (POME) in Indonesia

Waste to Energy. Biogas Production Utilizing Palm Oil Mill Effluent (POME) in Indonesia Waste to Energy Biogas Production Utilizing Palm Oil Mill Effluent (POME) in Indonesia Background Sundar Bajgain Senior Advisor, SNV Palm oil mills are one of the most important agro-industries in Indonesia

More information

Decision Analysis Making the Big Decisions

Decision Analysis Making the Big Decisions Decision Analysis Making the Big Decisions Endeavor Management 2700 Post Oak Blvd. P + 713.877.8130 Suite 1400 F + 713.877.1823 Houston, Texas 77056 www.endeavormgmt.com Overview You probably face a lot

More information

Competing through Innovation in Services Engineering. M. T. Correia de Barros October 26, 2015

Competing through Innovation in Services Engineering. M. T. Correia de Barros October 26, 2015 Competing through Innovation in Services Engineering October 26, 2015 1 Innovation A critical ingredient in today s Economy The trouble with our times is that the future is not what it used to be Paul

More information

Sub-section Content. 1 Preliminaries - Post title: Head of Group Risk - Reports to: CRO - Division: xxx - Department: xxx - Location: xxx

Sub-section Content. 1 Preliminaries - Post title: Head of Group Risk - Reports to: CRO - Division: xxx - Department: xxx - Location: xxx Sub-section Content 1 Preliminaries - Post title: Head of Group Risk - Reports to: CRO - Division: xxx - Department: xxx - Location: xxx 2 Job Purpose - To assist in the maintenance and development of

More information

Mafrica Group Jobenar Raya Estate

Mafrica Group Jobenar Raya Estate Mafrica Group Jobenar Raya Estate Yield performance after applying IBG Bio Fertilizer Period: 2006 Current Location: 16 km from Tatau town, and 68 km from Bintulu town, Sarawak, Malaysia. No. 3 Jalan TPP

More information

What is a Responsibility-Based Workplace Model?

What is a Responsibility-Based Workplace Model? White Paper: What is a Responsibility-Based Workplace Model? Publication Date: 1 March 2006 Written by: Judy Ryan, Owner Expanding Human Potential Contact Judy Ryan at 314.878.9100 What is a Responsibility-Based

More information

Ameliorate the Effects of Poultry Manure and NPK Fertilizer on the Performance of Pepper Relay Cropped With Two Cassava Varieties

Ameliorate the Effects of Poultry Manure and NPK Fertilizer on the Performance of Pepper Relay Cropped With Two Cassava Varieties Global Journal of Science Frontier Research Volume 11 Issue 9 Version 1.0 December 2011 Type: Double Blind Peer Reviewed International Research Journal Publisher: Global Journals Inc. (USA) Online ISSN

More information

ACQUISITION OF HYDROPONIC GREEN FODDER CULTIVATION EQUIPMENT (AG)

ACQUISITION OF HYDROPONIC GREEN FODDER CULTIVATION EQUIPMENT (AG) ACQUISITION OF HYDROPONIC GREEN FODDER CULTIVATION EQUIPMENT (AG) The purpose of this project is provision of technical and economical arguments for hydroponic green fodder (HGF) cultivation and their

More information

Global Potash Market Report

Global Potash Market Report Global Potash Market Report ----------------------------------------- 2015 Executive Summary Potash refers to a group of potassium bearing minerals and chemicals. The most dominant potash product in the

More information

Proposed development of training in BMPs (Better Management Practices) for smallholders producing oil palm in Sumatra

Proposed development of training in BMPs (Better Management Practices) for smallholders producing oil palm in Sumatra Proposed development of training in BMPs (Better Management Practices) for smallholders producing oil palm in Sumatra Abstract The International Finance Corporation (IFC), which is the private sector finance

More information

Continuous Profit Improvement

Continuous Profit Improvement Continuous Profit Improvement Using Balanced Scorecard Analysis Modern business benchmarking was conceived by IBM, Hewlett Packard, Hershey and other major corporations in the early 1980s as each company

More information