20. Alternative Ranking Using Criterium Decision Plus (Multi-attribute Utility Analysis)

Size: px
Start display at page:

Download "20. Alternative Ranking Using Criterium Decision Plus (Multi-attribute Utility Analysis)"

Transcription

1 The selection of the preferred alternative, using a structured decision process, begins with creation of the decision hierarchy. The hierarchy is the clear organization of the goal, listing of categories of criteria, listing of the criteria, and generation of the alternatives under consideration. The goal of this case (highlighted in yellow) is to Select the Preferred Alternative. Step 1 of 18

2 The stakeholder working committee (representing the multiple perspectives of the community) summarized the core issues into five categories. These categories (highlighted in yellow) reflect the spectrum of issues that must be considered when selecting a preferred alternative. Step 2 of 18

3 The categories have been further refined to criteria. These criteria (highlighted in yellow) are the measurable elements in which all of the alternatives are rated. Step 3 of 18

4 The alternatives for this case are a combination of an interchange (I, II, or III) and an intersection (letter designation). These were developed in a process separate from the criteria development process. Step 4 of 18

5 Scales must be developed for each criterion to produce a numerical rating of the alternatives performance. The scales may be either quantitative or qualitative. An example of a quantitative scale is the Total Project Cost criterion scale of $107M to $53M. Step 5 of 18

6 An example of a qualitative scale is the 2 through 4 scale for the Bike, pedestrian facility connectivity criterion. Step 6 of 18

7 All alternatives are rated against the scales of the criteria. The ratings were produced by the stakeholder group with technical detail from the project consultant team. Step 7 of 18

8 To reflect the importance of each category, they are assigned different weights. The weights of the categories were developed by the stakeholder team. The number represents the percent of contribution of the category to the total benefit calculation. Step 8 of 18

9 The criteria within each category are also assigned different weights to reflect their relative value. The weights of the criteria were also developed by the stakeholder team. The percent represents the contribution of the criterion to the specific category. Step 9 of 18

10 The resulting total contribution of the individual categories and criteria are calculated by multiplying the weight of the category and the weight of the criterion and displayed within each box of the decision hierarchy. For example, the Total Project Cost criterion contributes or 15.2% to the decision score, and the Air Quality criterion provides 4% contribution. Step 10 of 18

11 The results of multiplying the contributing weights and the ratings produces a benefit score. The higher the benefit score, the higher the expected benefit from the corridor. The alternatives are listed in the first column, the benefit score in the second column, and a graphical representation of the benefit score in the third column. The resulting total benefit scores for these alternatives range from to Step 11 of 18

12 The decision scores serve as method to rank the alternatives. Alternative I-A has the highest score which represents the most best performing alternative relative to the categories and criteria. This screen shows the ranking of the alternatives. Step 12 of 18

13 The contributions of each category to the decision score is summarized on this screen. The stacked, colored bars represent this contribution. Alternative I-A has a greater contribution to its decision score by the Human Environmental and Transportation categories than the others. The greater contribution by a category to an alternative, the better the alternative performs in the criteria within the category. Step 13 of 18

14 The contribution can be further broken down to the contributions by the individual criterion to the decision score. This screen shows the six criteria that individually contribute the most to the decision score. Step 14 of 18

15 Sensitivity of the weights may also be assessed with this model. This screen is a sensitivity graph of the Light/glare impact criterion. The colored lines represent the decision score of the top five alternatives. As the vertical red line is shifted to the right (increasing the weight of this criterion) or the left (decrease the weight), the decision score of the alternative changes. This changing decision score may produce a change in the rank of the alternatives. Step 15 of 18

16 In order to change the ranking of the top five alternatives (a cross-over of the colored lines), the weight of light/glare impacts would have to increase by a factor of four. The red vertical line shows the location of the cross-over. Step 16 of 18

17 Some criterion provide no change in the rank of alternatives as the weight changes. The horizontal lines that do not cross represent this condition. Step 17 of 18

18 This structured process serves as a platform for selecting a preferred alternative. In this case, alternative I-A meets the values of the stakeholders better than any other. Step 18 of 18

How to view Results with Scaffold. Proteomics Shared Resource

How to view Results with Scaffold. Proteomics Shared Resource How to view Results with Scaffold Proteomics Shared Resource Starting out Download Scaffold from http://www.proteomes oftware.com/proteom e_software_prod_sca ffold_download.html Follow installation instructions

More information

Data Visualization. Prof.Sushila Aghav-Palwe

Data Visualization. Prof.Sushila Aghav-Palwe Data Visualization By Prof.Sushila Aghav-Palwe Importance of Graphs in BI Business intelligence or BI is a technology-driven process that aims at collecting data and analyze it to extract actionable insights

More information

Risk Management User Guide

Risk Management User Guide Risk Management User Guide Version 17 December 2017 Contents About This Guide... 5 Risk Overview... 5 Creating Projects for Risk Management... 5 Project Templates Overview... 5 Add a Project Template...

More information

How to view Results with. Proteomics Shared Resource

How to view Results with. Proteomics Shared Resource How to view Results with Scaffold 3.0 Proteomics Shared Resource An overview This document is intended to walk you through Scaffold version 3.0. This is an introductory guide that goes over the basics

More information

Top N Pareto Front Search Add-In (Version 1) Guide

Top N Pareto Front Search Add-In (Version 1) Guide Top N Pareto Front Search Add-In (Version 1) Guide Authored by: Sarah Burke, PhD, Scientific Test & Analysis Techniques Center of Excellence Christine Anderson-Cook, PhD, Los Alamos National Laboratory

More information

IT portfolio management template

IT portfolio management template IT portfolio management template User guide lessons IBM Rational Focal Point version 6.5.1 October 2011 Copyright IBM Corporation 1997, 2011 U.S. Government Users Restricted Rights - Use, duplication,

More information

START Saratoga Taking Action and Report Tool Help Document

START Saratoga Taking Action and Report Tool Help Document www.pwc.com/workforce-analytics START Saratoga Taking Action and Report Tool Help Document Table of contents Introduction...1 Dashboard... 2 Common report features... 3 Metrics... 5 Contact for Further

More information

EMPLOYEE ENGAGEMENT MANAGEMENT INVENTORY

EMPLOYEE ENGAGEMENT MANAGEMENT INVENTORY Assessments EMPLOYEE ENGAGEMENT MANAGEMENT INVENTORY Individual Feedback Report PREPARED FOR JONATHAN M. DOE DECEMBER 30, 2011 ABC ORGANIZATION CONTENTS Introduction page 1 Results Summary Three Signs

More information

P6 Analytics Reference Manual

P6 Analytics Reference Manual P6 Analytics Reference Manual Release 3.2 December 2013 Contents Getting Started... 7 About P6 Analytics... 7 Prerequisites to Use Analytics... 8 About Analyses... 9 About... 9 About Dashboards... 10

More information

A three-stage process was implemented in order to develop and evaluate the project concepts and provide recommendations for the project.

A three-stage process was implemented in order to develop and evaluate the project concepts and provide recommendations for the project. MEMORANDUM TO: FROM: Highway 36/Rice Street PMT Mark Benson DATE: March 23, 2009 RE: Selection of a Preferred Alternative SEH No. 105803 The purpose of this memorandum is to document the process for selecting

More information

Introduction. Analytical Hierarchy Process. Why AHP? 10/31/2011. The AHP is based on three principles: Decomposition of the decision problem

Introduction. Analytical Hierarchy Process. Why AHP? 10/31/2011. The AHP is based on three principles: Decomposition of the decision problem Introduction A multi-criteria decision making process. Analytical Hierarchy Process The analytical hierarchy process (AHP) is a comprehensive, logical and structured framework. 56:134 Process Engineering

More information

Contents Getting Started... 7 Sample Dashboards... 12

Contents Getting Started... 7 Sample Dashboards... 12 P6 Analytics Reference Manual Release 3.4 September 2014 Contents Getting Started... 7 About P6 Analytics... 7 Prerequisites to Use Analytics... 8 About Analyses... 9 About... 9 About Dashboards... 10

More information

Welcome to lecture 4 of Topic 2.9. In this lecture we focus on Phase 2 of the Project Management Lifecycle the planning phase

Welcome to lecture 4 of Topic 2.9. In this lecture we focus on Phase 2 of the Project Management Lifecycle the planning phase Welcome to lecture 4 of Topic 2.9. In this lecture we focus on Phase 2 of the Project Management Lifecycle the planning phase 1 The main aim of the planning phase of the project management lifecycle is

More information

Customer Satisfaction Survey Report Guide

Customer Satisfaction Survey Report Guide OVERVIEW The survey is designed to obtain valuable feedback and assess customer satisfaction among departments at CSU San Marcos. The survey consists of ten standard items measured on a 5-point scale ranging

More information

MAT 1272 STATISTICS LESSON Organizing and Graphing Qualitative Data

MAT 1272 STATISTICS LESSON Organizing and Graphing Qualitative Data MAT 1272 STATISTICS LESSON 2 2.1 Organizing and Graphing Qualitative Data 2.1.1 Raw Data Raw Data Data recorded in the sequence in which they are collected and before they are processed or ranked are called

More information

Quantitative Methods. Presenting Data in Tables and Charts. Basic Business Statistics, 10e 2006 Prentice-Hall, Inc. Chap 2-1

Quantitative Methods. Presenting Data in Tables and Charts. Basic Business Statistics, 10e 2006 Prentice-Hall, Inc. Chap 2-1 Quantitative Methods Presenting Data in Tables and Charts Basic Business Statistics, 10e 2006 Prentice-Hall, Inc. Chap 2-1 Learning Objectives In this chapter you learn: To develop tables and charts for

More information

Why Learn Statistics?

Why Learn Statistics? Why Learn Statistics? So you are able to make better sense of the ubiquitous use of numbers: Business memos Business research Technical reports Technical journals Newspaper articles Magazine articles Basic

More information

CHAPTER 10. Graphs, Good and Bad

CHAPTER 10. Graphs, Good and Bad CHAPTER 10 Graphs, Good and Bad DISPLAYING DATA The first part of this course dealt with the production of data, through random sampling and randomized comparative experiments. This particular unit focuses

More information

Guideline for Performing Cost Benefit and Sustainability Analysis of Remedial Alternatives. Instructions for the Excel based Tool (Version 2.

Guideline for Performing Cost Benefit and Sustainability Analysis of Remedial Alternatives. Instructions for the Excel based Tool (Version 2. Guideline for Performing Cost Benefit and Sustainability Analysis of Remedial Alternatives Instructions for the Excel based Tool (Version 2.0) 1 Documentation Contents 1. Purpose and Background 2. Structure

More information

Best Practices in Dashboard Design

Best Practices in Dashboard Design Best Practices in Dashboard Design Dan Bulos bulos@symcorp.com Agenda What is a Dashboard? Dashboard Best Practices Dashboard Components Navigation Metaphors Go Only So Far Monitors a Continuous Process

More information

The participant is required to take both the objective and school-site tests. Otherwise, the participant will be disqualified.

The participant is required to take both the objective and school-site tests. Otherwise, the participant will be disqualified. Computer Applications Knowledge of computer applications is a necessity in today s high-tech business world. Employees must be able to apply various computer applications in a business environment using

More information

Econ 3790: Business and Economics Statistics. Instructor: Yogesh Uppal

Econ 3790: Business and Economics Statistics. Instructor: Yogesh Uppal Econ 3790: Business and Economics Statistics Instructor: Yogesh Uppal Email: yuppal@ysu.edu Chapter 2 Summarizing Qualitative Data Frequency distribution Relative frequency distribution Bar graph Pie chart

More information

University of Alaska Southeast Auke Lake Greenway and Campus Wayfinding Update March 4, 2010

University of Alaska Southeast Auke Lake Greenway and Campus Wayfinding Update March 4, 2010 University of Alaska Southeast Auke Lake Greenway and Campus Wayfinding Update March 4, 2010 1 Campus Wayfinding Goals Process > Orientation & Inventory > Assessment & Documentation > Concepts and Draft

More information

OPERATIONS RESEARCH: PART TWO - B

OPERATIONS RESEARCH: PART TWO - B AGENDA OPERATIONS RESEARCH: PART TWO - B COMMON QUESTIONS FOR INVESTIGATING AN OUT OF CONTROL PROCESS FLOW CHART SYMBOLS CONDUCTING A SURVEY CHARTS FOR REPORTS DECISION MATRIX PROJECT PLANNING CHARTS PROJECT

More information

EXHIBIT A SCOPE OF SERVICES CONSULTANT SERVICES DISTRICTWIDE TRAFFIC SIGNAL RETIMING FINANCIAL PROJECT ID:

EXHIBIT A SCOPE OF SERVICES CONSULTANT SERVICES DISTRICTWIDE TRAFFIC SIGNAL RETIMING FINANCIAL PROJECT ID: EXHIBIT A SCOPE OF SERVICES CONSULTANT SERVICES DISTRICTWIDE TRAFFIC SIGNAL RETIMING FINANCIAL PROJECT ID: 22089863202 EXHIBIT A SCOPE OF SERVICES DISTRICTWIDE TRAFFIC SIGNAL RETIMING I. GENERAL REQUIREMENTS...

More information

IT Service Analyzer and Reporter

IT Service Analyzer and Reporter IT Service Analyzer and Reporter A world of charts and charts options John Seifert, TeamQuest TeamQuest and the TeamQuest logo are registered trademarks in the US, EU and elsewhere. All other trademarks

More information

Constructing a Corrections Continuum Control and Services Matrix: Instructions and Examples

Constructing a Corrections Continuum Control and Services Matrix: Instructions and Examples Constructing a Corrections Continuum Control and Services Matrix: Instructions and Examples by Robert C. Cushman and Michael R. Jones NIC Consultants July, 2006 Purpose of the Matrix A Corrections Continuum

More information

PART II ANALYSIS AND SYNTHESIS OF PUBLIC PARTICIPATION OUTCOMES

PART II ANALYSIS AND SYNTHESIS OF PUBLIC PARTICIPATION OUTCOMES PART II ANALYSIS AND SYNTHESIS OF PUBLIC PARTICIPATION OUTCOMES 29 30 INTRODUCTION In the traditional planning approach, professionals carry out almost all activities starting from problem identification

More information

Variables and data types

Variables and data types Variables and data types (*) Data comes from observations. (*) Each observation yields values for one or more variables. (*) Qualitative variables: The characteristic is categorical. E.g., gender, ethnicity,

More information

PROJECT MANAGEMENT. Quality Management (QM) Course 7 Project Management Knowledge Areas (5) Risk Management (RM)

PROJECT MANAGEMENT. Quality Management (QM) Course 7 Project Management Knowledge Areas (5) Risk Management (RM) PROJECT MANAGEMENT Course 7 Project Management Knowledge Areas (5) Quality Management (QM) Risk Management (RM) Cătălina Mancaș QM + RM Processes: Inputs Tools & Techniques Outputs Project Quality Management

More information

Transit Oriented Development Study Addendum

Transit Oriented Development Study Addendum Federal Way Link Extension Transit Oriented Development Study Addendum Table of Contents Introduction and Purpose... 2 FWLE Preferred Alternative... 2 Original TOD Potential Methodology (April 2015)...

More information

Business Statistics: A Decision-Making Approach 7 th Edition

Business Statistics: A Decision-Making Approach 7 th Edition Business Statistics: A Decision-Making Approach 7 th Edition Chapter 2 Graphs, Charts, and Tables Describing Your Data Business Statistics: A Decision-Making Approach, 7e 2008 Prentice-Hall, Inc. Chap

More information

PRICING IN COMPETITIVE MARKETS

PRICING IN COMPETITIVE MARKETS PRICING IN COMPETITIVE MARKETS Some markets, such as those for agricultural commodities and gasoline, seem to have just one price at any given time. All producers in the market charge the same or very

More information

Ordered Array (nib) Frequency Distribution. Chapter 2 Descriptive Statistics: Tabular and Graphical Methods

Ordered Array (nib) Frequency Distribution. Chapter 2 Descriptive Statistics: Tabular and Graphical Methods Chapter Descriptive Statistics: Tabular and Graphical Methods Ordered Array (nib) Organizes a data set by sorting it in either ascending or descending order Advantages & Disadvantages Useful in preparing

More information

Rational Me. A Math 6 Pre-AP Project

Rational Me. A Math 6 Pre-AP Project Rational Me A Math 6 Pre-AP Project Our bodies are mostly made of 6 elements We also have 1.5% of trace elements 65% Oxygen 18% 10% 3% 1.5% Carbon Hydrogen Nitrogen Calcium 1% Phosphorus Rational Me: Project

More information

Designing Impactful Data Visualization By Thomas Portolano

Designing Impactful Data Visualization By Thomas Portolano Designing Impactful Data Visualization By Thomas Portolano 1 Workshop agenda A picture is worth a thousand words 3 But not any picture 12 Our ambition 12 Key design elements 20 Dataviz grammar 33 Wrap

More information

AN INTEGRATED OPTIMIZATION MODEL FOR DISTRIBUTION CENTER LOCATION WITH CONSIDERATIONS OF POPULATION AND INCOME

AN INTEGRATED OPTIMIZATION MODEL FOR DISTRIBUTION CENTER LOCATION WITH CONSIDERATIONS OF POPULATION AND INCOME AN INTEGRATED OPTIMIZATION MODEL FOR DISTRIBUTION CENTER LOCATION WITH CONSIDERATIONS OF POPULATION AND INCOME Aditi Dwivedi, Department of Industrial and Systems Engineering Ohio University, Athens, Ohio

More information

Egg-speriment With a Cell

Egg-speriment With a Cell Name Date Class CHAPTER 1 PROJECT OVERVIEW CHAPTER 1 Egg-speriment With a Cell One of the cell structures you will be learning about in Chapter 1 is the cell membrane. In the Chapter 1 Project, you will

More information

IDENTIFYING AND SELECTING SYSTEMS DEVELOPMENT PROJECTS. Systems Analysis and Design

IDENTIFYING AND SELECTING SYSTEMS DEVELOPMENT PROJECTS. Systems Analysis and Design IDENTIFYING AND SELECTING SYSTEMS DEVELOPMENT PROJECTS Systems Analysis and Design LEARNING OBJECTIVES Describe the project identification and selection process. Describe corporate strategic planning and

More information

Phase II Options Feasibility Study. Draft Evaluation Methodology and Options Evaluation Matrix

Phase II Options Feasibility Study. Draft Evaluation Methodology and Options Evaluation Matrix Phase II Options Feasibility Study Draft Evaluation Methodology and Options Evaluation Matrix August 2, 2006 TABLE OF CONTENTS.0 Overview... 2.0 Development of Performance Measures....0 Application of

More information

IT portfolio management template User guide

IT portfolio management template User guide IBM Rational Focal Point IT portfolio management template User guide IBM Software Group IBM Rational Focal Point IT Portfolio Management Template User Guide 2011 IBM Corporation Copyright IBM Corporation

More information

Contents Getting Started... 9 Sample Dashboards... 17

Contents Getting Started... 9 Sample Dashboards... 17 Analytics Reference Guide 16 R1 March 2016 Contents Getting Started... 9 About Oracle Primavera Analytics... 10 Prerequisites to Use Primavera Analytics... 11 About Analyses... 11 About s... 12 About

More information

Become a PowerPoint Guru [Sample Chapters]

Become a PowerPoint Guru [Sample Chapters] Become a PowerPoint Guru [Sample Chapters] Learn How to Create Effective Presentations By Dave Tracy dave@learnppt.com Thank you for your interest in my ebook. This PDF includes a sampling of content from

More information

Malta. Performance of the Point of Single Contact. Performance on the PSC Criteria Gap national - cross-border Performance per industry

Malta. Performance of the Point of Single Contact. Performance on the PSC Criteria Gap national - cross-border Performance per industry Performance on the PSC Criteria Gap national - cross-border Performance per industry 9 8 3 1 86 88 84 57 I. Quality and availability of information II. Transactionality of e-procedures 41 III. Accessibility

More information

Pario Sample 360 Report

Pario Sample 360 Report Pario Sample 360 Report Pario 360 Feedback Personal Development Feedback Report Chris Case-Study Report Compiled 16th May 2011 Note: This report does not include the table that compares mean ratings of

More information

December Business and Finance Division Service Assessment Survey. Summary Report To Finance Division December 1, 2006

December Business and Finance Division Service Assessment Survey. Summary Report To Finance Division December 1, 2006 December 2006 Business and Finance Division Service Assessment Survey Summary Report To Finance Division December 1, 2006 Agenda I. Introduction II. III. IV. Results Summary Quantitative Data Results Summary

More information

Determining Effective Data Display with Charts

Determining Effective Data Display with Charts Determining Effective Data Display with Charts 1 Column Line Pie Stock XY (Scatter) Area Bubble Chart Types Covered 2 1 Visualizing Data 3 Data Graphics Principles 4 2 Data Graphics Principles Above all

More information

All required charts/graphs must be created within a spreadsheet program. Handwritten or hand-drawn charts/graphs will not be accepted.

All required charts/graphs must be created within a spreadsheet program. Handwritten or hand-drawn charts/graphs will not be accepted. MAT 114 QUANTITATIVE REASONING SPRING 2016 PROJECT ONE The objective of this project is to use a variety of visual representations of data including bar graphs, pie charts, line graphs, and stackplots

More information

Morningstar Direct SM Scorecard

Morningstar Direct SM Scorecard Within the Performance Reporting functionality, use the Scorecard to assign weighting schemes to data points and create custom criteria based on those quantitative and qualitative factors to calculate

More information

User s Guide. (c) worksample by William Blank, technical writer, C-Secure Scorecard Balanced Performance Management System:

User s Guide. (c) worksample by William Blank, technical writer,   C-Secure Scorecard Balanced Performance Management System: unenduser.fm Page 1 Friday, January 24, 2003 9:52 AM C-Secure Scorecard Balanced Performance Management System: User s Guide Introduction The C-Secure SCORECARD Balanced Performance Management System provides

More information

Overview of Multi Criteria Decision Analysis for Benefit Risk Analysis. Praveen Thokala University of Sheffield

Overview of Multi Criteria Decision Analysis for Benefit Risk Analysis. Praveen Thokala University of Sheffield Overview of Multi Criteria Decision Analysis for Benefit Risk Analysis Praveen Thokala University of Sheffield Outline of my talk Why do we need MCDA? What is MCDA and how can it support health care decision

More information

Chapter 8 - The Decision-Making Process

Chapter 8 - The Decision-Making Process Chapter 8 - The Decision-Making Process KEY POINTS One of the most important products of this Missouri State Freight Plan is a consistent process to prioritize freight investments (projects). The process

More information

Automatic process discovery with Software AG Process Performance Manager

Automatic process discovery with Software AG Process Performance Manager BUSINESS WHITE PAPER Automatic process discovery with Software AG Process Performance Manager TABLE OF CONTENTS 1 Introduction 2 Discovery and visualization of (single) process instances 3 Discovery of

More information

Comprehensive Risk Register with Cost Analysis

Comprehensive Risk Register with Cost Analysis 2011 CVR/IT Consulting LLC All Rights Reserved 1 www.cvr-it.com info@cvr-it.com Overview Comprehensive Risk Register with Cost Analysis CRRCA CVR/IT Consulting LLC 2011 CVR/IT Consulting LLC All Rights

More information

THE GANTT CHART WHAT IS USED FOR HOW TO MAKE IT WITH EXCEL

THE GANTT CHART WHAT IS USED FOR HOW TO MAKE IT WITH EXCEL Disegno, Progettazione e Organizzazione Industriale English lesson 5BMEC Prof. Massimiliano Usai THE GANTT CHART WHAT IS USED FOR HOW TO MAKE IT WITH EXCEL WHAT IS USED FOR: The Gantt chart is mainly used

More information

The Modeling Of A Conceptual Engineering Design System Using The Decision-Matrix Logic

The Modeling Of A Conceptual Engineering Design System Using The Decision-Matrix Logic The Modeling Of A Conceptual Engineering Design System Using The Decision-Matrix Logic Safarudin Ramdhani 1,2,*, and J Jamari 2 1 Industrial Engineering Faculty of Engineering, Dian Nuswantoro University,

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

New Perspectives on Microsoft Excel Module 4: Analyzing and Charting Financial Data

New Perspectives on Microsoft Excel Module 4: Analyzing and Charting Financial Data New Perspectives on Microsoft Excel 2016 Module 4: Analyzing and Charting Financial Data Objectives, Part 1 Use the PMT function to calculate a loan payment Create an embedded pie chart Apply styles to

More information

Thursday 14 & Friday 15 March, Faculty ITC, University of Twente.

Thursday 14 & Friday 15 March, Faculty ITC, University of Twente. Working group meeting: Development of a Spatial Decision Support System to analyze the effect of risk reduction planning alternatives on reducing the risk now and in the future, and support decision makers

More information

Portfolio Management Professional (PfMP ) Certification preparatory workshop Course Outline

Portfolio Management Professional (PfMP ) Certification preparatory workshop Course Outline Portfolio Management Professional (PfMP ) Certification preparatory workshop Course Outline Three days 21 PDUs This outline describes the coverage of the Portfolio Management Professional (PfMP ) Certification

More information

ARIS PROCESS PERFORMANCE MANAGER

ARIS PROCESS PERFORMANCE MANAGER AUTOMATIC PROCESS DISCOVERY WITH ARIS PROCESS PERFORMANCE MANAGER TABLE OF CONTENTS 1 Introduction 2 Discovery and visualization of (single) process instances 4 Discovery of aggregated process views 6

More information

WM2012 Conference, February 26 March 1, 2012, Phoenix, Arizona, USA

WM2012 Conference, February 26 March 1, 2012, Phoenix, Arizona, USA Application of Six Sigma and Design of Experiment for Cementation Recipe Development for Evaporator Concentrate for NPP Ling AO, Phase II (China) 12555 Henning Fehrmann, Process Engineer, Westinghouse

More information

A. Determine expected role of branding in overall marketing strategy

A. Determine expected role of branding in overall marketing strategy BRAND PLANNING STEPS I. Establishing Branding Objectives Company Values/Deliverables Customer Values/Expectations Brand Value Convergence A. Determine expected role of branding in overall marketing strategy.

More information

April 3, 2018 Our File: /000/ Doc#: V5. City Manager General Manager Strategic Initiatives. City Hall Exterior Signage

April 3, 2018 Our File: /000/ Doc#: V5. City Manager General Manager Strategic Initiatives. City Hall Exterior Signage Coouitlam For Committee 3 April 3, 2018 Our File: 02-0810-01/000/2018-1 Doc#: 2896312.V5 To: From: City Manager General Manager Strategic Initiatives Subject: For: City Hall Exterior Signage Council-in-Committee

More information

I-74 Final Design Request For Proposal

I-74 Final Design Request For Proposal Dear Consultants: Introduction I-74 Final Design Request For Proposal Iowa Department of Transportation (In cooperation with Illinois Department of Transportation) October 5, 2007 The Iowa Department of

More information

An ordered array is an arrangement of data in either ascending or descending order.

An ordered array is an arrangement of data in either ascending or descending order. 2.1 Ordered Array An ordered array is an arrangement of data in either ascending or descending order. Example 1 People across Hong Kong participate in various walks to raise funds for charity. Recently,

More information

Data Visualization with #KCDC

Data Visualization with #KCDC Data Visualization with R @MatthewRenze #KCDC Overview Introduction to R Intro to Data Visualization Types of Data Visualizations Visualizing One Variable Visualizing Two Variables Visualizing

More information

Interpreting Price Elasticity of Demand

Interpreting Price Elasticity of Demand INTRO Go to page: Go to chapter Bookmarks Printed Page 466 Interpreting Price 9 Behind the 48.2 The Price of Supply 48.3 An Menagerie Producer 49.1 Consumer and the 49.2 Producer and the 50.1 Consumer,

More information

Portfolio Management Professional (PfMP)

Portfolio Management Professional (PfMP) Portfolio Management Professional (PfMP) E X A M I N AT I O N CO N T E N T O U T L I N E Project Management Institute Portfolio Management Professional (PfMP) Examination Content Outline Published by:

More information

Presentation to Board of Directors Capital Investment Plan (CIP): A New Approach to Project Prioritization

Presentation to Board of Directors Capital Investment Plan (CIP): A New Approach to Project Prioritization Presentation to Board of Directors Capital Investment Plan (CIP): A ew Approach to Prioritization 11 17 29 SA FRACISCO, CALIFORIA 1 Overview 1. Background/Previous Steps 2. CIP Purpose 3. Reason for CIP

More information

1. What is a key difference between an Affinity Diagram and other tools?

1. What is a key difference between an Affinity Diagram and other tools? 1) AFFINITY DIAGRAM 1. What is a key difference between an Affinity Diagram and other tools? Affinity Diagram builds the hierarchy 'bottom-up', starting from the basic elements and working up, as opposed

More information

JTAC STAFF REPORT. MEETING DATE: July 7, 2016 AGENDA ITEM: 5

JTAC STAFF REPORT. MEETING DATE: July 7, 2016 AGENDA ITEM: 5 JTAC STAFF REPORT SUBJECT: SB 743 Implementation MEETING DATE: July 7, 2016 AGENDA ITEM: 5 STAFF CONTACT: Michael Becker, Julio Perucho RECOMMENDATION: Receive a report on the status of SB 743 implementation

More information

Project and Portfolio Management Center

Project and Portfolio Management Center Project and Portfolio Management Center Software Version: 9.42 Portfolio Management Configuration Guide Go to HELP CENTER ONLINE http://admhelp.microfocus.com/ppm/ Document Release Date: September 2017

More information

I-395 Reconstruction. Project Advisory Group Meeting A1. PRESENTATION November 15, 2011

I-395 Reconstruction. Project Advisory Group Meeting A1. PRESENTATION November 15, 2011 I-395 Reconstruction Project Advisory Group Meeting A1 PRESENTATION November 15, 2011 1 Meeting A1 Agenda Project Overview Project Evolution Sample of VQ Process Small group exercise Next Step Meeting

More information

Request for Letter of Interest (Electronic Submittal Required)

Request for Letter of Interest (Electronic Submittal Required) Request for Letter of Interest (Electronic Submittal Required) Skyline Drive Engineering Design and Right-of-Way Acquisition October 2017 Page 1 of 10 Overview: Consultant selection is a Qualification-Based

More information

QUANTITATIVE DATA. Using Numbers to Tell a Story

QUANTITATIVE DATA. Using Numbers to Tell a Story QUANTITATIVE DATA Using Numbers to Tell a Story Agenda General tips on reporting quantitative findings Basic descriptive statistics Using visuals to show trends or patterns Pie charts Bar charts Line charts

More information

Risk Management in. Statistics Austria. Geneva, 25-26/04/2016. UNECE-Workshop on Risk Management Practices in Statistical Organisations

Risk Management in. Statistics Austria. Geneva, 25-26/04/2016. UNECE-Workshop on Risk Management Practices in Statistical Organisations Werner Holzer Risk Management Statistics Austria Risk Management in Statistics Austria Geneva, 25-26/04/2016 UNECE-Workshop on Risk Management Practices in Statistical Organisations www.statistik.at We

More information

Chapter 4 Fuzzy Analytic Hierarchy Process of Green Supply Chain Management in the Pharmaceutical Industry

Chapter 4 Fuzzy Analytic Hierarchy Process of Green Supply Chain Management in the Pharmaceutical Industry Chapter 4 Fuzzy Analytic Hierarchy Process of Green Supply Chain Management in the Pharmaceutical Industry 4.1 Introduction During the past decade with increasing environmental concerns, a consensus, the

More information

ADOPTING THE DECISION USING THE DECISIONAL TREE METHOD. Cezarina Adina Tofan, Assist. Prof., PhD, Spiru Haret University

ADOPTING THE DECISION USING THE DECISIONAL TREE METHOD. Cezarina Adina Tofan, Assist. Prof., PhD, Spiru Haret University ADOPTING THE DECISION USING THE DECISIONAL TREE METHOD Cezarina Adina Tofan, Assist. Prof., PhD, Spiru Haret University Abstract: The realities of the modern society shows us that with the development

More information

If you don t know where you ve been, then it s hard to figure

If you don t know where you ve been, then it s hard to figure 73102_Norton_CH01-07 9/18/02 12:44 PM Page 1 CHAPTER 1 Conduct Strategic Audit If you don t know where you ve been, then it s hard to figure out where you are. If you don t know where you are, how can

More information

NAVIGATE THE PEFORMANCE MANAGEMENT (PM) DASHBOARDS FOR: CAREER MANAGERS AND JOB LEADERS

NAVIGATE THE PEFORMANCE MANAGEMENT (PM) DASHBOARDS FOR: CAREER MANAGERS AND JOB LEADERS NAVIGATE THE PEFORMANCE MANAGEMENT (PM) DASHBOARDS FOR: CAREER MANAGERS AND JOB LEADERS TOPICS COVERED Access the Dashboards Navigate Performance Management Overview for Managers Dashboard (Career Managers

More information

HERON DST outcomes in energy scenarios

HERON DST outcomes in energy scenarios 14 November 2017 BUILD UP Webinar on HERON An innovative way of incorporating end-users behaviour in EE policy making HERON DST outcomes in energy scenarios Incorporating results, improving scenarios Eleni-Danai

More information

METROPOLITAN PLANNING ORGANIZATION FOR THE MIAMI URBANIZED AREA BLOCKS RIBBONS EXERCISE

METROPOLITAN PLANNING ORGANIZATION FOR THE MIAMI URBANIZED AREA BLOCKS RIBBONS EXERCISE BLOCKS RIBBONS EXERCISE Welcome and thank you for making the decision to take part in the Miami-Dade Long Range Transportation Plan (LRTP) planning process. Based on forecasts from the Miami-Dade County

More information

Web-Based Decision Support System for the Quantitative Analysis of the Customers Behavior

Web-Based Decision Support System for the Quantitative Analysis of the Customers Behavior Web-Based Decision Support System for the Quantitative Analysis of the Customers Behavior Nikos Tsourakis 1, Dimitris Pratsolis 1 and Nikos Matsatsinis 2 Technical University of Crete 1 {ntsourak, pratsdim}@telecom.tuc.gr,

More information

State Analytical Reporting System (STARS)

State Analytical Reporting System (STARS) Table of Contents Human Resources Analytics Dashboards and Reports... 3 WORKFORCE DEPLOYMENT... 4 WORKFORCE DEMOGRAPHICS... 8 COMPENSATION... 11 RETENTION... 16 TIME AND LABOR ANALYSIS... 21 ACCRUAL...

More information

Concept Generation and Selection Document

Concept Generation and Selection Document Christmas Ornament Display Structure By Ryan Palmer, Miles Roux, and Dolores Gallardo Team 07 Concept Generation and Selection Document Submitted towards partial fulfillment of the requirements for Mechanical

More information

Operational Risk Module key features

Operational Risk Module key features Operational Risk Module key features easy2comply OpRisk module advantages Evaluating risks in 3 ways: Qualitative assessment (heat square or by a questioner) and quantitative assessment (based on Monte-Carlo

More information

BI360 for Retail Companies. Enabling World-class Decisions for Retail Companies A Solver Vertical Industry White Paper

BI360 for Retail Companies. Enabling World-class Decisions for Retail Companies A Solver Vertical Industry White Paper BI360 for Retail Companies Enabling World-class Decisions for Retail Companies A Solver Vertical Industry White Paper Updated: Nov 2017, Document Version 4 Solver, Inc. www.solverglobal.com Copyright 2017

More information

Manufacturing Technology Committee Risk Management Working Group Risk Management Training Guides

Manufacturing Technology Committee Risk Management Working Group Risk Management Training Guides Manufacturing Technology Committee Management Working Group Management Training Guides Ranking and Filtering 1 Overview Ranking and Filtering is one of the most common facilitation methods used for Management.

More information

Exploring Microsoft Office Excel 2007

Exploring Microsoft Office Excel 2007 Exploring Microsoft Office Excel 2007 Chapter 3: Charts: Delivering a Message Robert Grauer, Keith Mulbery, Judy Scheeren Committed to Shaping the Next Generation of IT Experts. Copyright 2008 Prentice-Hall.

More information

My Market Reports. Search Options. Working with All Reports. Inventory Report

My Market Reports. Search Options. Working with All Reports. Inventory Report My Market Reports The My Market reports show a variety of information about the current and recent state of MLS s market. A graph and corresponding numeric table display statistics for each of five reports:

More information

Econ 2113: Principles of Microeconomics. Spring 2009 ECU

Econ 2113: Principles of Microeconomics. Spring 2009 ECU Econ 2113: Principles of Microeconomics Spring 2009 ECU Two Big Economic Questions Two big questions summarize the scope of economics: 1. How society determines what, how, and for whom goods and services

More information

Project Risk Management

Project Risk Management Hujambo (Swahili) Project Management Process Groups Initiating Planning Executing Monitoring & Controlling Closing Project 4. Integration Management 5. Scope Knowledge Areas 6. Time 7. Cost 8. Quality

More information

Available online at ScienceDirect. Procedia Computer Science 61 (2015 )

Available online at   ScienceDirect. Procedia Computer Science 61 (2015 ) Available online at www.sciencedirect.com ScienceDirect Procedia Computer Science 61 (2015 ) 153 159 Complex Adaptive Systems, Publication 5 Cihan H. Dagli, Editor in Chief Conference Organized by Missouri

More information

SAS Enterprise Guide: Point, Click and Run is all that takes

SAS Enterprise Guide: Point, Click and Run is all that takes ABSTRACT SAS Enterprise Guide: Point, Click and Run is all that takes Aruna Buddana, TiVo Inc, Alviso, CA The Audience Research and Measurement team at TiVo constantly collects and processes anonymous

More information

Module - 01 Lecture - 03 Descriptive Statistics: Graphical Approaches

Module - 01 Lecture - 03 Descriptive Statistics: Graphical Approaches Introduction of Data Analytics Prof. Nandan Sudarsanam and Prof. B. Ravindran Department of Management Studies and Department of Computer Science and Engineering Indian Institution of Technology, Madras

More information

HORIZON Business Intelligence

HORIZON Business Intelligence HORIZON Business Intelligence The Art of Analysis Ryan Hodges, HORIZON 360 BI Development Manager 5/22/2017 Objective Apply the tools of an artist to the work of a data analyst Art Color Form Flow Narrative

More information

To do today: short-run production (only labor variable) To increase output with a fixed plant, a firm must increase the quantity of labor it uses.

To do today: short-run production (only labor variable) To increase output with a fixed plant, a firm must increase the quantity of labor it uses. To do today: short-run production (only labor variable) To increase output with a fixed plant, a firm must increase the quantity of labor it uses. Short-run production: only labor variable To increase

More information

Project Performance Measurement

Project Performance Measurement Project Performance Measurement The Key to Measuring Non-monetary Value Improvement Mike Pearsall, P. Eng., AVS Topic Overview Why Measure Performance? Adjusted Job Plan Using Performance Measures Defining

More information

2018 The Island Inc. 360-Degree Feedback Survey

2018 The Island Inc. 360-Degree Feedback Survey 2018 The Island Inc. 360-Degree Feedback Survey Report for Table of Contents Introduction... 1 Summary of Scores... 2 Business Acumen... 3 Communication (Two-Way)... x Decision Making... x Integrity/Accountability...

More information