Unit 9: Software Economics

Size: px
Start display at page:

Download "Unit 9: Software Economics"

Transcription

1 Unit 9: Software Economics Objectives Ð To provide an empirical view of where the effort and money goes when we build large software systems. Ð To suggest ways of reducing and controlling software costs. An Important Issue Why is it important to understand and control software costs? Ð software costs are big and growing Ð many useful software products are not getting developed Ð understanding and controlling software costs can get us better software not just more software Associated Reading Ð Boehm, B.W & Papaccio, P.N. (1988); Understanding and Controlling Software Costs; IEEE Transactions on Software Engineering, SE4, 10, pp

2 Approaches Two primary ways of understanding software costs: Ð the "black " or influence-function approach Ð the "glass " or cost-distribution approach BOTH APPROACHES COMPLEMENT EACH OTHER Software Cost Influence Functions controlled experimentation observational analysis black 2

3 Examples of Experimental Results size (DSI) and effort (MH) comparisons for... Ð prototyping vs specifying Ð different code structuring schemes Ð different commenting and variable naming strategies Ð different languages black Conclusion: we need better metrics for software productivity than DSI/MH Examples of Observational Analysis attributes collected from large numbers of programming projects develop model of software cost from these eg IBM model, Doty model, SLIM model, COCOMO model, Jensen model, SPQR model black Key Feature: productivity range of software cost driver (multiplicative amount by which cost driver can influence the software cost estimated by the model) 3

4 COCOMO Software Lifecycle Productivity Ranges Number of Software Source Instructions Developed Personnel/Team Capability 4.18 Product Complexity Modern Programming Practices Required Reliability Requirements Volatility Timing Constraint Software Tools Applications Experience Storage Constraint Virtual Machine Volatility Turnaround Time Virtual Machine Experience Database Size Scheduling Constraint Language Experience black Software Cost Distribution Insights examine distribution of... Ð development and rework costs Ð code and documentation costs Ð labour and capital costs Ð software costs by phase and activity glass 4

5 Development and Rework Costs large fraction of effort on a software project is devoted to rework cost of fixing or reworking software is much smaller (by factors of ) in the earlier phases of the software life-cycle than in the later phases rework instances tend to follow a Pareto distribution glass Conclusion: focus on identifying and eliminating high-risk problems Code and Documentation Costs a larger proportion of costs are attributable to activities producing intermediate documents (specifications, manuals, plans, studies, reports) than code Ð the exact proportion varies by application glass Conclusion: do not just focus on support for code production 5

6 Labour and Capital Costs software development and evolution is very labour intensive glass Conclusion: productivity leverage can be obtained by making software production more capital intensive 5 1 infrastructure human resource management technology development management QA, CM 5 margin inbound logistics marketing & sales 4 reqts 8 prelim design detailed design 11 8 code & unit test rework 30 7 integration & test outbound logistics service (?) operations (80) value chain 6

7 Productivity Improvement Opportunity Tree improve productivity make people more effective make steps more efficient eliminate steps eliminate rework build simpler products reuse components Controlling Software Costs Two strategies: Ð building our understanding into a framework of objectives which serves as a basis for a set of management-by-objectives (MBO control loops) Ð optimising software development strategy around predictability and control 7

8 Key Points Understanding and controlling software costs is extremely important. You cannot control software costs without also understanding and controlling software quality. 8

Software Engineering. Dilbert on Project Planning. Overview CS / COE 1530. Reading: chapter 3 in textbook Requirements documents due 9/20

Software Engineering. Dilbert on Project Planning. Overview CS / COE 1530. Reading: chapter 3 in textbook Requirements documents due 9/20 Software Engineering CS / COE 1530 Lecture 4 Project Management Dilbert on Project Planning Overview Reading: chapter 3 in textbook Requirements documents due 9/20 1 Tracking project progress Do you understand

More information

Product Lifecycle Management. Diane Ryan Siemens PLM Software

Product Lifecycle Management. Diane Ryan Siemens PLM Software Product Lifecycle Management Diane Ryan Siemens PLM Software Discussion Topics Challenges in Manufacturing and Lifecycle Maintenance Product Lifecycle Management Communication and Collaboration Standardized

More information

Simulation for Business Value and Software Process/Product Tradeoff Decisions

Simulation for Business Value and Software Process/Product Tradeoff Decisions Simulation for Business Value and Software Process/Product Tradeoff Decisions Raymond Madachy USC Center for Software Engineering Dept. of Computer Science, SAL 8 Los Angeles, CA 90089-078 740 570 [email protected]

More information

Improving Software Productivity

Improving Software Productivity Improving Software Productivity Barry W. Boehm, TRW Computer hardware productivity continues to increase by leaps and bounds, while software productivity seems to be barely holding its own. Central processing

More information

Software Life Cycle Processes

Software Life Cycle Processes Software Life Cycle Processes Objective: Establish a work plan to coordinate effectively a set of tasks. Improves software quality. Allows us to manage projects more easily. Status of projects is more

More information

Contents. Today Project Management. Project Management. Last Time - Software Development Processes. What is Project Management?

Contents. Today Project Management. Project Management. Last Time - Software Development Processes. What is Project Management? Contents Introduction Software Development Processes Project Management Requirements Engineering Software Construction Group processes Quality Assurance Software Management and Evolution Last Time - Software

More information

CSSE 372 Software Project Management: Software Estimation With COCOMO-II

CSSE 372 Software Project Management: Software Estimation With COCOMO-II CSSE 372 Software Project Management: Software Estimation With COCOMO-II Shawn Bohner Office: Moench Room F212 Phone: (812) 877-8685 Email: [email protected] Estimation Experience and Beware of the

More information

COURSE CODE : 4072 COURSE CATEGORY : A PERIODS / WEEK : 4 PERIODS / SEMESTER : 72 CREDITS : 4

COURSE CODE : 4072 COURSE CATEGORY : A PERIODS / WEEK : 4 PERIODS / SEMESTER : 72 CREDITS : 4 COURSE TITLE : SOFTWARE ENGINEERING COURSE CODE : 4072 COURSE CATEGORY : A PERIODS / WEEK : 4 PERIODS / SEMESTER : 72 CREDITS : 4 TIME SCHEDULE MODULE TOPICS PERIODS 1 Software engineering discipline evolution

More information

Project Plan 1.0 Airline Reservation System

Project Plan 1.0 Airline Reservation System 1.0 Airline Reservation System Submitted in partial fulfillment of the requirements of the degree of Master of Software Engineering Kaavya Kuppa CIS 895 MSE Project Department of Computing and Information

More information

Best-Practice Software Engineering: Software Processes to Support Project Success. Dietmar Winkler

Best-Practice Software Engineering: Software Processes to Support Project Success. Dietmar Winkler Best-Practice Software Engineering: Software Processes to Support Project Success Dietmar Winkler Vienna University of Technology Institute of Software Technology and Interactive Systems [email protected]

More information

How project duration, upfront costs and uncertainty interact and impact on software development productivity? A simulation approach

How project duration, upfront costs and uncertainty interact and impact on software development productivity? A simulation approach Int. J. Agile Systems and Management, Vol. 8, No. 1, 2015 39 How project duration, upfront costs and uncertainty interact and impact on software development productivity? A simulation approach Li Liu Faculty

More information

Project Plan. Online Book Store. Version 1.0. Vamsi Krishna Mummaneni. CIS 895 MSE Project KSU. Major Professor. Dr.Torben Amtoft

Project Plan. Online Book Store. Version 1.0. Vamsi Krishna Mummaneni. CIS 895 MSE Project KSU. Major Professor. Dr.Torben Amtoft Online Book Store Version 1.0 Vamsi Krishna Mummaneni CIS 895 MSE Project KSU Major Professor Dr.Torben Amtoft 1 Table of Contents 1. Task Breakdown 3 1.1. Inception Phase 3 1.2. Elaboration Phase 3 1.3.

More information

Software Processes. Coherent sets of activities for specifying, designing, implementing and testing software systems

Software Processes. Coherent sets of activities for specifying, designing, implementing and testing software systems Questions What is the life cycle of a software product? Why do we need software process models? What are the goals of a software process and what makes it different from other industrial processes? Software

More information

Lean Six Sigma Black Belt-EngineRoom

Lean Six Sigma Black Belt-EngineRoom Lean Six Sigma Black Belt-EngineRoom Course Content and Outline Total Estimated Hours: 140.65 *Course includes choice of software: EngineRoom (included for free), Minitab (must purchase separately) or

More information

10 Keys to Successful Software Projects: An Executive Guide

10 Keys to Successful Software Projects: An Executive Guide 10 Keys to Successful Software Projects: An Executive Guide 2000-2006 Construx Software Builders, Inc. All Rights Reserved. www.construx.com Background State of the Art vs. State of the Practice The gap

More information

E-COCOMO: The Extended COst Constructive MOdel for Cleanroom Software Engineering

E-COCOMO: The Extended COst Constructive MOdel for Cleanroom Software Engineering Database Systems Journal vol. IV, no. 4/2013 3 E-COCOMO: The Extended COst Constructive MOdel for Cleanroom Software Engineering Hitesh KUMAR SHARMA University of Petroleum and Energy Studies, India [email protected]

More information

Optimizing Inventory in Today s Challenging Environment Maximo Monday August 11, 2008

Optimizing Inventory in Today s Challenging Environment Maximo Monday August 11, 2008 Optimizing Inventory in Today s Challenging Environment Maximo Monday August 11, 2008 1 Agenda The Value Proposition Case Studies Maximo/DIOS Offering Getting Started Q&A 2 Current Inventory Management

More information

Measurable Results: Establish service excellence. Reduce errors by 50% The choice for progressive medical centers.

Measurable Results: Establish service excellence. Reduce errors by 50% The choice for progressive medical centers. The choice for progressive medical centers Delivering tailored solutions to modern healthcare organization complexities by integrating a unique blend of strategies with wide-ranging industry experience.

More information

Pricing Crowdsourcing-based Software Development Tasks

Pricing Crowdsourcing-based Software Development Tasks Pricing Crowdsourcing-based Software Development Tasks Ke Mao maoke at nfs.iscas.ac.cn Institute of Software, Chinese Academy of Sciences Overview 2 Background Crowdsourcing: Micro task VS. Complex task

More information

Cost Estimation Tool for Commercial Software Development Industries

Cost Estimation Tool for Commercial Software Development Industries Cost Estimation Tool for Commercial Software Development Industries Manisha Arora #1, Richa Arya *2, Dinesh Tagra #3, Anil Saroliya #4, Varun Sharma #5 #1 ASET, Amity University Rajasthan, Jaipur, India

More information

SUPPORTING LOGISTICS DECISIONS BY USING COST AND PERFORMANCE MANAGEMENT TOOLS. Zoltán BOKOR. Abstract. 1. Introduction

SUPPORTING LOGISTICS DECISIONS BY USING COST AND PERFORMANCE MANAGEMENT TOOLS. Zoltán BOKOR. Abstract. 1. Introduction SUPPORTING LOGISTICS DECISIONS BY USING COST AND PERFORMANCE MANAGEMENT TOOLS Zoltán BOKOR Department of Transport Economics Faculty of Transportation Engineering Budapest University of Technology and

More information

Article 3, Dealing with Reuse, explains how to quantify the impact of software reuse and commercial components/libraries on your estimate.

Article 3, Dealing with Reuse, explains how to quantify the impact of software reuse and commercial components/libraries on your estimate. Estimating Software Costs This article describes the cost estimation lifecycle and a process to estimate project volume. Author: William Roetzheim Co-Founder, Cost Xpert Group, Inc. Estimating Software

More information

Supply Chain Design and the effects on shipping

Supply Chain Design and the effects on shipping Supply Chain Design and the effects on shipping Agenda Introductions Supply Chain Evolution LLamasoft - Company Supply Chain Guru - Product Shipping Demonstration Q & A Introductions Tom Davies Director

More information

Three Things I Wish I Learned in School

Three Things I Wish I Learned in School Three Things I Wish I Learned in School www.construx.com 2008 Construx Software Builders, Inc. All Rights Reserved. #1 Motion = Progress The Cost of Defects 50 100X Phase in which a Defect Is Introduced

More information

Process Models and Metrics

Process Models and Metrics Process Models and Metrics PROCESS MODELS AND METRICS These models and metrics capture information about the processes being performed We can model and measure the definition of the process process performers

More information

Finally, Article 4, Creating the Project Plan describes how to use your insight into project cost and schedule to create a complete project plan.

Finally, Article 4, Creating the Project Plan describes how to use your insight into project cost and schedule to create a complete project plan. Project Cost Adjustments This article describes how to make adjustments to a cost estimate for environmental factors, schedule strategies and software reuse. Author: William Roetzheim Co-Founder, Cost

More information

SOFTWARE ECONOMICS UNIT 15. Presented by. Stefano Street

SOFTWARE ECONOMICS UNIT 15. Presented by. Stefano Street SOFTWARE ECONOMICS UNIT 15 Presented by Stefano Street Objectives Software economics its importance and place in software systems Provide an empirical view of where money goes Why it is important to understand

More information

Software effort estimation and risk analysis A Survey Poonam kaushal [email protected]

Software effort estimation and risk analysis A Survey Poonam kaushal Poonamkaushal14@gmail.com Software effort estimation and risk analysis A Survey Poonam kaushal [email protected] Abstract Software effort estimation and risk analysis are the two key components of a good software project.

More information

Software project cost estimation using AI techniques

Software project cost estimation using AI techniques Software project cost estimation using AI techniques Rodríguez Montequín, V.; Villanueva Balsera, J.; Alba González, C.; Martínez Huerta, G. Project Management Area University of Oviedo C/Independencia

More information

Software Engineering. Reading. Effort estimation CS / COE 1530. Finish chapter 3 Start chapter 5

Software Engineering. Reading. Effort estimation CS / COE 1530. Finish chapter 3 Start chapter 5 Software Engineering CS / COE 1530 Lecture 5 Project Management (finish) & Design CS 1530 Software Engineering Fall 2004 Reading Finish chapter 3 Start chapter 5 CS 1530 Software Engineering Fall 2004

More information

Logical steps to logistics optimization. Preparing for smart metering mass deployment

Logical steps to logistics optimization. Preparing for smart metering mass deployment Logical steps to logistics optimization Preparing for smart metering mass deployment Around the world, smart metering is a major transformation changing the way energy and utility companies engage with

More information

TRADITIONAL VS MODERN SOFTWARE ENGINEERING MODELS: A REVIEW

TRADITIONAL VS MODERN SOFTWARE ENGINEERING MODELS: A REVIEW Year 2014, Vol. 1, issue 1, pp. 49-56 Available online at: http://journal.iecuniversity.com TRADITIONAL VS MODERN SOFTWARE ENGINEERING MODELS: A REVIEW Singh RANDEEP a*, Rathee AMIT b a* Department of

More information

Primary Logistics Activities

Primary Logistics Activities 1 TOPIC 1: OVERVIEW OF BUSINESS LOGISTICS AND PLANNING Topic Outcomes: You should be able: 1. Define logistics 2. Define activity mix in logistics business 3. Determine the importance of business logistics

More information

Simulating Software Projects An Approach for Teaching Project Management

Simulating Software Projects An Approach for Teaching Project Management Simulating Software Projects An Approach for Teaching Project Management P. Mandl-Striegnitz 1, A. Drappa 1, H. Lichter 2 1 University of Stuttgart, Stuttgart, Germany 2 Aachen University of Technology,

More information

Appendix: Dynamics of Agile Software Development Model Structure

Appendix: Dynamics of Agile Software Development Model Structure Appendix: Dynamics of Agile Software Development Model Structure This study was conducted within the context of a much broader research effort to study, gain insight into, and make predictions about the

More information

Software Engineering/Courses Description Introduction to Software Engineering Credit Hours: 3 Prerequisite: 0306211(Computer Programming 2).

Software Engineering/Courses Description Introduction to Software Engineering Credit Hours: 3 Prerequisite: 0306211(Computer Programming 2). 0305203 0305280 0305301 0305302 Software Engineering/Courses Description Introduction to Software Engineering Prerequisite: 0306211(Computer Programming 2). This course introduces students to the problems

More information

Application Outsourcing: The management challenge

Application Outsourcing: The management challenge White Paper Application Outsourcing: The management challenge Embedding software quality management for mutual benefit Many large organizations that rely on mainframe applications outsource the management

More information

RETAIL INDUSTRY INSIGHTS. Maximising Inventory Efficiency

RETAIL INDUSTRY INSIGHTS. Maximising Inventory Efficiency RETAIL INDUSTRY INSIGHTS Maximising Inventory Efficiency Retail Operational Excellence There is nothing like a recession to focus the mind on releasing cash by reducing inventory. Kurt Salmon analysis

More information

Test Data Management

Test Data Management Test Data Management The Best Practices in TDM Abhik Kar Independent Validation Solutions Infosys Technologies Limited Florida, USA Debdatta Lahiri Independent Validation Solutions Infosys Technologies

More information

CSE 435 Software Engineering. Sept 16, 2015

CSE 435 Software Engineering. Sept 16, 2015 CSE 435 Software Engineering Sept 16, 2015 2.1 The Meaning of Process A process: a series of steps involving activities, constraints, and resources that produce an intended output of some kind A process

More information

CUT COSTS, NOT PROJECTS

CUT COSTS, NOT PROJECTS CUT COSTS, NOT PROJECTS Understanding and Managing Software Development Costs A WEBINAR for State of Washington Agencies Critical Logic, Inc. July 9 2009 Starting at 3pm, Pacific Daylight Time Critical

More information

Noorul Islam College of Engineering M. Sc. Software Engineering (5 yrs) IX Semester XCS592- Software Project Management

Noorul Islam College of Engineering M. Sc. Software Engineering (5 yrs) IX Semester XCS592- Software Project Management Noorul Islam College of Engineering M. Sc. Software Engineering (5 yrs) IX Semester XCS592- Software Project Management 8. What is the principle of prototype model? A prototype is built to quickly demonstrate

More information

Manufacturing Flow Management

Manufacturing Flow Management Manufacturing Flow Management Distribution D Distribution Authorized to Department of Defense and U.S. DoD Contractors Only Aim High Fly - Fight - Win Supply Chain Management Processes Information Flow

More information

Valuation of Software Intangible Assets

Valuation of Software Intangible Assets Valuation of Software Intangible Assets Eric A. Thornton Senior Associate (703) 917-6616 [email protected] ASA International Conference San Diego, California August 28, 2002 San Francisco, California

More information

Software Engineering from an Engineering Perspective: SWEBOK as a Study Object

Software Engineering from an Engineering Perspective: SWEBOK as a Study Object Software Engineering from an Engineering Perspective: SWEBOK as a Study Object Alain Abran a,b, Kenza Meridji b, Javier Dolado a a Universidad del País Vasco/Euskal Herriko Unibertsitatea b Ecole de technologie

More information

DIRECT SHIPMENT VS. CROSS DOCKING

DIRECT SHIPMENT VS. CROSS DOCKING Advanced Logistic Systems Vol. 6. No. 1. (2012) pp. 83-88. DIRECT SHIPMENT VS. CROSS DOCKING TAMÁS BÁNYAI 1 Abstract: The globalization of production and service enterprises increased the complexity of

More information

Cost Estimation for Secure Software & Systems

Cost Estimation for Secure Software & Systems Background Cost Estimation for Secure Software & Systems Ed Colbert Dr. Barry Boehm Center for Systems & Software Engineering, University of Southern California, 941 W. 37th Pl., Sal 328, Los Angeles,

More information

Chapter 2 Software Processes

Chapter 2 Software Processes Chapter 2 Software Processes Chapter 2 Software Processes Slide 1 Topics covered Software processes and process models Generic models: Waterfall Incremental development Reuse-oriented software engineering

More information

Driving Business Agility with the Use of Open Source Software

Driving Business Agility with the Use of Open Source Software Driving Business Agility with the Use of Open Source Software Speakers Peter Vescuso EVP of Marketing & Business Development Black Duck Software Melinda Ballou Program Director, Application Life-Cycle

More information

Increasing marketing campaign profitability with Predictive Analytics

Increasing marketing campaign profitability with Predictive Analytics Increasing marketing campaign profitability with Predictive Analytics Highlights: Achieve better campaign results without increasing staff or budget Enhance your CRM by creating personalized campaigns

More information

Establishing Business Process Continuous Improvement Capabilities

Establishing Business Process Continuous Improvement Capabilities Establishing Business Process Continuous Improvement Capabilities Choosing the course & planning the journey Overview August 2009 Establishing continuous improvement capabilities requires top-down commitment

More information

Improve the Agility of Demand-Driven Supply Networks

Improve the Agility of Demand-Driven Supply Networks GE Intelligent Platforms Improve the Agility of Demand-Driven Supply Networks Leverage real-time production data to optimize the supply chain for a sustainable competitive advantage Improve the Agility

More information

Comparison of SDLC-2013 Model with Other SDLC Models by Using COCOMO

Comparison of SDLC-2013 Model with Other SDLC Models by Using COCOMO International Journal of Emerging Science and Engineering (IJESE) Comparison of SDLC-2013 Model with Other SDLC Models by Using COCOMO Naresh Kumar, Pinky Chandwal Abstract There exist a large number of

More information

Transportation Management

Transportation Management Inventory Optimization Transportation Management Distribution Management Order Management Store Inventory & Fulfillment Planning www.manh.com Delivering end-to-end visibility and control across your global

More information

MSE Presentation 1 MultiAgent Control of Traffic Signals (MACTS)

MSE Presentation 1 MultiAgent Control of Traffic Signals (MACTS) MSE Presentation 1 MultiAgent Control of Traffic Signals (MACTS) Bryan Nehl MSE Candidate Agenda Project Vision System Context Project Requirements and Plan Cost Estimation Project Software Quality Assurance

More information

Finding the KPIs for Yard Management

Finding the KPIs for Yard Management Finding the KPIs for Yard Management 2 EXECUTIVE SUMMARY Yard management is a critical linkage in logistics management practices, and has a significant impact on the overall efficiency of the supply chain.

More information

Parametric Estimation for ERP Implementations

Parametric Estimation for ERP Implementations Parametric Estimation for ERP Implementations Donald M. Beckett Quantitative Software Management, Inc. 2000 Corporate Ridge, Suite 900 Mclean, VA 22102 Tel: 703 790-0055, Fax 703 749-3795 Email: [email protected]

More information

Current Status of Technology Adoption: Micro, Small and Medium Manufacturing Firms in Boston

Current Status of Technology Adoption: Micro, Small and Medium Manufacturing Firms in Boston Current Status of Technology Adoption: Micro, Small and Medium Manufacturing Firms in Boston Authors: Pratyush Bharati Management Science and Information Systems College of Management University of Massachusetts,

More information

Smart Industrial Manufacturing

Smart Industrial Manufacturing Robots-as-a-Service 2016 TM Forum Live! 2016 1 Best New Catalyst Award TMF Live 2016, Nice, France 2016 TM Forum Live! 2016 2 This Catalyst goes beyond the scope of traditional Machineto-Machine (M2M)

More information

The 10 Most Important Ideas in Software Development

The 10 Most Important Ideas in Software Development Construx Software Development Best Practices The 10 Most Important Ideas in Software Development 2006 Construx Software Builders, Inc. All Rights Reserved. www.construx.com Most Key Ideas Are Not New Q:

More information

Dr. Barry W. Boehm USC Center for Software Engineering

Dr. Barry W. Boehm USC Center for Software Engineering 7th Annual Practical Software and Systems Measurement Users Group Conference Keystone, CO July 16, 2003 Dr. Barry W. Boehm USC 1 Workshop Agenda Day 1 (1:30 AM 5:00 PM 7/16) Next-level tutorial Review

More information

Identifying Factors Affecting Software Development Cost

Identifying Factors Affecting Software Development Cost Identifying Factors Affecting Software Development Cost Robert Lagerström PhD Student at Industrial Information and Control Systems School of Electrical Engineering KTH Royal Institute of Technology Stockholm,

More information

Chapter 23 Software Cost Estimation

Chapter 23 Software Cost Estimation Chapter 23 Software Cost Estimation Ian Sommerville 2000 Software Engineering, 6th edition. Chapter 23 Slide 1 Software cost estimation Predicting the resources required for a software development process

More information

Operations and Supply Chain Management Prof. G. Srinivasan Department of Management Studies Indian Institute of Technology, Madras

Operations and Supply Chain Management Prof. G. Srinivasan Department of Management Studies Indian Institute of Technology, Madras Operations and Supply Chain Management Prof. G. Srinivasan Department of Management Studies Indian Institute of Technology, Madras Lecture - 36 Location Problems In this lecture, we continue the discussion

More information

SAMPLE QUESTIONS EXAM EXEMPLAR QUESTIONS. AD4 - Category management in procurement and supply. Level 5 Advanced Diploma in Procurement and Supply

SAMPLE QUESTIONS EXAM EXEMPLAR QUESTIONS. AD4 - Category management in procurement and supply. Level 5 Advanced Diploma in Procurement and Supply Level 5 Advanced Diploma in Procurement and Supply AD4 - Category management in procurement and supply EXAM EXEMPLAR QUESTIONS QUESTIONS AND INDICATIVE ANSWER CONTENT Page 1 of 8 QUALIFICATIONS 2013 QUESTIONS

More information

Supporting Workflow Overview. CSC532 Fall06

Supporting Workflow Overview. CSC532 Fall06 Supporting Workflow Overview CSC532 Fall06 Objectives: Supporting Workflows Define the supporting workflows Understand how to apply the supporting workflows Understand the activities necessary to configure

More information

Software Processes. The software process. Generic software process models. Waterfall model. Waterfall model phases

Software Processes. The software process. Generic software process models. Waterfall model. Waterfall model phases Software Processes CSC 221 Introduction to Software Engineering software processes extract from Sommerville s chapter 3 slides Alan Dix Coherent sets of activities for specifying, designing, implementing

More information

Freight Payment: The Final Link in End-to-End Supply Chain Visibility

Freight Payment: The Final Link in End-to-End Supply Chain Visibility Freight Payment: The Final Link in End-to-End Supply Chain Visibility By: Rick Erickson, Global Director of Freight Payment Solutions, U.S. Bank, in collaboration with Jane Malin, Owner and Executive Consultant,

More information

Towards a Methodology to Estimate Cost of Object- Oriented Software Development Projects

Towards a Methodology to Estimate Cost of Object- Oriented Software Development Projects UDC 65.01 Towards a Methodology to Estimate Cost of Object- Oriented Software Development Projects Radoslav M. Rakovic Energoprojekt-Entel Co.Ltd., Bulevar Mihaila Pupina 12, 11070 Belgrade, Serbia and

More information

Optimal Resource Allocation for the Quality Control Process

Optimal Resource Allocation for the Quality Control Process Optimal Resource Allocation for the Quality Control Process Pankaj Jalote Department of Computer Sc. & Engg. Indian Institute of Technology Kanpur Kanpur, INDIA - 208016 [email protected] Bijendra

More information

Module 11. Software Project Planning. Version 2 CSE IIT, Kharagpur

Module 11. Software Project Planning. Version 2 CSE IIT, Kharagpur Module 11 Software Project Planning Lesson 28 COCOMO Model Specific Instructional Objectives At the end of this lesson the student would be able to: Differentiate among organic, semidetached and embedded

More information

Empirical Software Engineering Introduction & Basic Concepts

Empirical Software Engineering Introduction & Basic Concepts Empirical Software Engineering Introduction & Basic Concepts Dietmar Winkler Vienna University of Technology Institute of Software Technology and Interactive Systems [email protected]

More information

Meeting the Network Optimization Challenge Balancing Service, Contribution and Asset Return for the Global Business Unit

Meeting the Network Optimization Challenge Balancing Service, Contribution and Asset Return for the Global Business Unit A ChemLogix White Paper Meeting the Network Optimization Challenge Balancing Service, Contribution and Asset Return for the Global Business Unit By Ted Newton, President, ADC LLC To ensure the optimal

More information

Lifecycle Models: Waterfall / Spiral / EVO

Lifecycle Models: Waterfall / Spiral / EVO Lifecycle Models: Waterfall / Spiral / EVO Dror Feitelson Basic Seminar on Software Engineering Hebrew University 2011 Lifecycle The sequence of actions that must be performed in order to build a software

More information

Enterprise services across a five product portfolio. Torbjörn Dimblad, VP Ocean Systems 28th April 2009

Enterprise services across a five product portfolio. Torbjörn Dimblad, VP Ocean Systems 28th April 2009 Enterprise services across a five product portfolio Torbjörn Dimblad, VP Ocean Systems 28th April 2009 WWL quick facts: A complete logistics offering across five products Supply Chain Management Ocean

More information

Predictive and Prescriptive Analytics An Example: Advanced Sales & Operations Planning

Predictive and Prescriptive Analytics An Example: Advanced Sales & Operations Planning Arnold Mark Wells 12 April 2015 Predictive and Prescriptive Analytics An Example: Advanced Sales & Operations Planning 2 Good Decisions Are Integrated Decisions Requires an understanding of inter-related

More information

Lecture 1 IEGR 459: Introduction to Logistics Management and Supply Chain. James Ngeru Industrial and System Engineering

Lecture 1 IEGR 459: Introduction to Logistics Management and Supply Chain. James Ngeru Industrial and System Engineering Lecture 1 IEGR 459: Introduction to Logistics Management and Supply Chain James Ngeru Industrial and System Engineering Objectives Address Logistics in General Terms and definitions Describe the need for

More information

Project Planning and Project Estimation Techniques. Naveen Aggarwal

Project Planning and Project Estimation Techniques. Naveen Aggarwal Project Planning and Project Estimation Techniques Naveen Aggarwal Responsibilities of a software project manager The job responsibility of a project manager ranges from invisible activities like building

More information

Security Considerations for the Spiral Development Model

Security Considerations for the Spiral Development Model Security Considerations for the Spiral Development Model Loye Lynn Ray University of Maryland University College 3501 University Blvd East Adelphi, MD 20783 [email protected] 717-718-5727 Abstract

More information

Assignment 12: Quality Assurance Plan

Assignment 12: Quality Assurance Plan Assignment 12: Quality Assurance Plan 17-654: Analysis of Software Artifacts Jonathan Aldrich ([email protected]) 100 points total This is an Master s (17-654) only assignment The goal of the

More information

How to Cheat and Make Better Decisions with Predictive Analytics. Track 1 Session 3

How to Cheat and Make Better Decisions with Predictive Analytics. Track 1 Session 3 How to Cheat and Make Better Decisions with Predictive Analytics Track 1 Session 3 Robert Heaney - Title: Lead Analyst, Supply Chain Management - Company: Aberdeen Group - Email : [email protected]

More information

MTAT.03.244 Software Economics. Lecture 5: Software Cost Estimation

MTAT.03.244 Software Economics. Lecture 5: Software Cost Estimation MTAT.03.244 Software Economics Lecture 5: Software Cost Estimation Marlon Dumas marlon.dumas ät ut. ee Outline Estimating Software Size Estimating Effort Estimating Duration 2 For Discussion It is hopeless

More information