CAPA Essentials Root Cause Analysis Tools and Techniques
|
|
|
- Charlene Holmes
- 9 years ago
- Views:
Transcription
1 CAPA Essentials Root Cause Analysis Tools and Techniques Presented by Edna R. Falkenberg 21/10/2014 Slide 1
2 in numbers: Growing from strength to strength 1 One-stop technical solution provider 150 years of experience 800 locations worldwide 1,900 20,200 million Euro in sales revenue 2013 employees worldwide 21/10/2014 Slide 2
3 Global expertise. Local experience. Global Headquarters: Munich, Germany Legend: Countries with offices Regional headquarters Note: Figures have been rounded off. GERMANY Euro 1,190 mio 10,400 staff INTERNATIONAL Euro 750 mio 9,800 staff Slide 3
4 America Inc. America Inc., founded in 1987, is the North American subsidiary of AG. America Inc. provides complete services through its divisions: Product Service Management Service Industry Service Chemical, Oil and Gas Global Risk Consultants
5 Root Cause Analysis Defining the root cause is at the heart of problem solving. This is often the most difficult and challenging phase. If the root cause were apparent then the problem would have been addressed earlier!
6 Root Cause Analysis There are usually three causes to be considered during a problem solving effort: Occurrence, Escape and Systemic. The occurrence root cause the specific local cause that resulted in the problem. This is typically the factor that changed in the process. The escape root cause the cause that resulted in the problem not being caught or detected. The systemic root cause the broader cause responsible for the local cause to be present in the first place. This cause is often procedural in nature. Long term corrective action.
7 Root Cause Analysis To start: Review the problem definition (5W2H) and Is/Is-Not looking for potential occurrence causes. Ask What Changed? Review the process flow for clues to potential root causes.
8 Tool: Problem Description Purpose Answer the question: What s wrong with what? Define a problem statement that includes both an object and a defect. Development of a dynamic problem statement that will be the foundation for the investigation.
9 Tool: Problem Description Purpose A problem well defined is a problem half solved. A complex problem can not be solved or addressed until it is completely understood and documented. Goal Develop a well-thought out problem description and the resultant problem or deviation statement. Describe the problem in terms of its effects on the downstream customer (internal or external).
10 Tool: Problem Description The problem description covers a broad range of criteria: Who is experiencing the problem? What is the problem? Where and when did it occur? When? Why is this a problem? What is the downstream effect? How big is the problem? (How much? How many?) These components are consolidated into the abbreviation: 5W s and 2H s.
11 Tool: 5 W s and 2 H s Who? Identify the customers (internal or external) that are experiencing the problem or registering the complaint. Which groups are impacted by the effect of the problem? What? Classify the problem in terms of an object and the defect. Determine the part or object in question. Where? Where (geographically) was the defect found? Which plant? Which state/region/country? Which customer location? If there is a defective part: Where is the defect located? On the part? In the assembly? Technique: A concentration ( measles ) chart may be very helpful.
12 Technique: Measles Chart Definition: A measles chart is a simple map that Provides a visual representation of failure data. Shows frequency and location of errors. Uses a schematic drawing of the product/process.
13 Technique: Measles Chart The problems or errors may be of diverse types. Unique shapes and color codes can represent different failure modes. Different markings also represent degree of severity. The chart does not need to be very detailed. Keep it simple so that there are no problems with visibility.
14 Tool: 5 W s and 2 H s When? Analyze control charts, run charts and/or shipment records to determine exactly when the problem began. Ask whether the problem occurs on all shipments or only specific shifts or days of production? Is the issue seasonal? Has this problem previously occurred during the same time of year? Or has the problem been present since the start of production? An examination of the qualification documentation may reveal some clues.
15 Tool: 5 W s and 2 H s Why? Identify the effect of the failure. There may be more than one! Will help focus containment and identify risk.
16 Tool: 5 W s and 2 H s How much? How many? Determine the magnitude of the problem. How much nonconforming material was sent to the customer? How many parts were defective? What was the defect count? What is the percent defective? Compare the magnitude of the problem to prior baseline defect rates. Did something change in our process or has the problem been present from the start of production?
17 Tool: Is/Is Not A powerful companion tool involves the usage of techniques developed by the consulting firm of Kepner and Tregoe (formerly of the RAND corporation). These comparative techniques help cut the phonebook in half. For example: If someone selected a random name in the phone book and asked you to figure out the name through a series of questions -- what question might you ask first? You may want to ask whether the first letter begins with the letters A through K. This cuts the number of potential names roughly in half!
18 Tool: Is/Is Not The Is/Is Not is the most common tool in comparative analysis. Is/Is Not is based on examination of the 5W s and 2H s and asking paired questions: What is happening? What could be happening but is NOT.
19 Tool: Is/Is Not Example: (Q1) Who is experiencing the problem? (A1) The customers in Europe. (Q2) Who could be experiencing the problem but is not? (A2) The customers in Asia Get Information and clear-up any missing facts.
20 Tools: 5W2H + Is/Is Not Description of the Problem IS IS NOT Get Information On Comments Who (What Customer) What (Object) name the object that is having trouble (Defect) name the trouble or problem that the object is having Where ( Seen on the object) Where on the object is the problem occurring (inside, outside, top, bottom etc)? Where in the process flow did the problem first develop? Describe all other places with regards to where the object and the trouble can be found (Seen Geographically) Name the place where the object with the trouble can be found. Name the place where it first showed up. Name all placed where the problem has occurred. When (First Seen) When, with respect to the time, did the trouble/problem first occur? day, month, year, time of day, etc. Describe any patterns in time. Describe when in the process the trouble first occurred. When in the life cycle did the trouble first occur? (When else seen) Describe other places in process and life cycle when the trouble or problem was observed. Consider all units of time such as hours, days, minutes, shift, quarter, year. Why (impact) Describe the impact of the trouble or problem on the downstream process or customer How Much/How Many (How many objects aft the defect) Describe the size of the problem/effect. Describe the number of objects that have or have had the trouble. How many defects per object? Describe the magnitude of the trouble in terms of percentage, rates, yield, etc. Describe the physical dimensions of the defect or problem. What is the trend or pattern? Problem Statement Worksheet : What is wrong with What?
21 Root Cause Analysis Continuously ask What Changed? Unless the problem has existed all along (common cause) something must have changed.
22 Root Cause Analysis Continuously ask What Changed? in the process flow? in the equipment? in the supply base? in the mode of transportation? in personnel? in calibration? in terms of process capability? in the weather? Was it unusual? Focus on the distinctions in the Is/Is-Not analysis!
23 The 5 Whys Method to Confirm the Path In order to drive root causes of a failure, whether chronic or sporadic, you can use the WHY TREE It s called a WHY tree because you keep asking WHY? to get to the WHERE DO TREE ROOTS GROW?
24 The 5 Whys Employ the 5 Whys The 5 Whys is a tool that assists in moving from the problem statement and effects of the problem to the true root cause. It can be used on its own or in conjunction with the fishbone diagram analysis in moving from the chosen root cause to the true root cause. Simply ask Why 5 times starting with the effect of the problem. 5 Whys focuses the investigation toward true root cause and away from mere effects of the problem.
25 Tool: 5 Whys 1. Would this be a robust and permanent corrective action? No. Simply replacing the cord is attacking a symptom. 2. Why did the cord come loose? It was kicked loose. 3. Why? The cord is long and runs on the floor 4. Why? The nearest available power supply is across the aisle. Corrective Action: Install a power source under the tester to eliminate contact. Is this a more robust answer? 5 Whys drives us to a permanent corrective action. At the center is the most robust solution.
26 Tool: 5 Whys 5 Why s is often the only tool you need! Simple, anyone can do it! Single failure mode Drives to root cause No special training required Sometimes things get more complicated. Multiple or compounded root causes
27 Tool: Fishbone / Cause and Effect Diagram Develop potential causes using a fishbone diagram. The head of the fish is labeled with the problem or the effect. The major bones of the fish are categories of potential causes..
28 Tool: Fishbone / Cause and Effect Diagram There are two primary labeling practices: 1.Mark the major bones with each of the process steps within the process flow. 2.List the potential causes that could occur at each step to produce the effect. 3.Label these on the small bones Mark the major bones with broad categories such as the classic 5M s methods, machines, materials, manpower, and mother-nature. Then establish potential causes in each category and mark them on the small bones.
29 Tool: Fishbone / Cause and Effect Diagram Example: :
30 Tool: Fishbone / Cause and Effect Diagram Where there are multiple potential causes: Test the prioritized list of causes. Consider conducting investigations in parallel to reduce time. The key part of the investigation is to match-up the true root cause with the problem in a manner that fully explains the 5W2H problem description and the Is/Is Not data.
31 Root Cause Analysis Escape Points Remember to also look for the escape point and determination of what allowed the problem to go undetected. Escape points are of two types: 1.Controls currently in place in the process flow to detect the problem that failed and allowed the problem to escape Examples: Audits, tests, sign-offs, etc. 2.Points in the process flow where the problem could have been detected but no controls were in place. These are often referred to as blind spots.
32 Tool: Brainstorming There are four basic rules in brainstorming. 1.Focus on quantity: The theory is that the greater the number of ideas generated, the greater the chance of producing a radical and effective solution. 2.Withhold criticism: By suspending judgment, participants will feel free to generate unusual ideas. 3.Welcome unusual ideas: Unusual ideas can be generated by looking from new perspectives and suspending assumptions. These new ways of thinking may provide better solutions. 4.Build on what has already been stormed : Good ideas may be combined to form a single better good idea. Stimulate the development of ideas by the process of association.
33 Tool: Brainstorming Technique
34 Tool: Brainstorming Technique (cont d)
35 Tool: Brainstorming You can easily practice! How many reasons can a team brainstorm for the following question: Why did the chicken cross the road?
36 Other Tools for Root Cause Analysis There are many other tools for root cause identification besides those presented during this short exercise (e.g. Pareto, Fault Tree, Process Analysis.) Each company has to find the appropriate tool for itself, but to start with the 5 Why Method is the most recommended tool.
37 Common Pitfalls of Root Cause Analysis Not considering all possible (failure) causes Not understanding the problem and therefore not defining it correctly Not identifying all root causes and therefore just bandaiding the problem Not involving the reponsible and involved parties Failing to follow through Jumping to conclusions Building a system apart without a plan 10/21/
38 Contact us today Thank you for attending! EDNA FALKENBERG MANAGER, QUALITY AND R&D, LEAD AUDITOR, ACTIVE MEDICAL DEVICES P: E: Please send inquiries to:
Supplier Training 8D Problem Solving Approach. 2013 Brooks Automation, Inc.
Supplier Training 8D Problem Solving Approach What is the 8D method? 8D stands for the 8 disciplines or the 8 critical steps for solving problems. It is a highly disciplined and effective scientific approach
FAILURE INVESTIGATION AND ROOT CAUSE ANALYSIS
FAILURE INVESTIGATION AND ROOT CAUSE ANALYSIS Presented By Clay Anselmo, R.A.C. President and C.O.O. Reglera L.L.C. Denver, CO Learning Objectives Understand the Definitions of Failure Investigation and
Effective Root Cause Analysis For Corrective and Preventive Action
Effective Root Cause Analysis For Corrective and Preventive Action Manuel Marco Understanding Key Principles Requirement need or expectation that is stated, generally implied, or obligatory Generally implied
Common Tools for Displaying and Communicating Data for Process Improvement
Common Tools for Displaying and Communicating Data for Process Improvement Packet includes: Tool Use Page # Box and Whisker Plot Check Sheet Control Chart Histogram Pareto Diagram Run Chart Scatter Plot
Root Cause Analysis 1
Root Cause Analysis 1 Root Cause Analysis Root Cause Analysis is a method that is used to address a problem or non-conformance, in order to get to the root cause of the problem. It is used so we can correct
Training As a Root Cause
Corrective Action Preventative Action Defining Alternatives to Training As a Root Cause Presentation Sponsors Corporate Quality Director at MME Group Inc ISO 9001:2008 & ISO 13485-:2003 Certified Customer
The Thinking Approach LEAN CONCEPTS. 2012-2013, IL Holdings, LLC All rights reserved 1
The Thinking Approach LEAN CONCEPTS All rights reserved 1 Basic Thinking to Manage the Journey MANAGEMENT TACTICS OF A LEAN TRANSFORMATION All rights reserved 2 LEAN MANAGEMENT Two key questions What is
CONTINUOUS IMPROVEMENT EXERCISE L. Leslie Gardner, Ph.D., Assistant Professor School of Business University of Indianapolis
CONTINUOUS IMPROVEMENT EXERCISE L. Leslie Gardner, Ph.D., Assistant Professor School of Business University of Indianapolis To try out the continuous improvement skills you have learned over the last few
The Two Key Criteria for Successful Six Sigma Project Selection Advantage Series White Paper By Jeff Gotro, Ph.D., CMC
The Two Key Criteria for Successful Six Sigma Project Selection Advantage Series White Paper By Jeff Gotro, Ph.D., CMC Introduction Encouraged by the results of Six Sigma deployment at Motorola, AlliedSignal
By Geoff Vorley MSc. MCQI
MINI GUIDE TO ROOT CAUSE ANALYSIS By Geoff Vorley MSc. MCQI Published by Quality Management & Training (Publications) Ltd PO Box 172 Guildford Surrey United Kingdom GU2 7FN W: www.qmt.co.uk E: [email protected]
Elementary circuits. Resources and methods for learning about these subjects (list a few here, in preparation for your research):
Elementary circuits This worksheet and all related files are licensed under the Creative Commons Attribution License, version 1.0. To view a copy of this license, visit http://creativecommons.org/licenses/by/1.0/,
Edwin Lindsay Principal Consultant. Compliance Solutions (Life Sciences) Ltd, Tel: + 44 (0) 7917134922 E-Mail: [email protected].
Edwin Lindsay Principal Consultant, Tel: + 44 (0) 7917134922 E-Mail: [email protected] Corrective and Preventative Action (CAPA) is a system of quality procedures required to eliminate the causes
Corrective and Preventive Action Background & Examples Presented by:
Corrective and Preventive Action Background & Examples Presented by: Kimberly Lewandowski-Walker Food and Drug Administration Division of Domestic Field Investigations Office of Regulatory Affairs Overview
FMEA and FTA Analysis
FMEA and FTA Analysis Why it is Coming to Your Hospital and Your Laboratory Tina A. Krenc Director, R&D Phase Systems Abbott Laboratories 1 Agenda Background on requirements for risk management Tools to
White paper. Corrective action: The closed-loop system
White paper Corrective action: The closed-loop system Contents Summary How corrective action works The steps 1 - Identify non-conformities - Opening a corrective action 6 - Responding to a corrective action
CAPA Common Pitfalls. Sue Jacobs. 1 847 359 4456 [email protected]. Presented by: QMS Consulting, Inc.
CAPA Common Pitfalls Presented by: Sue Jacobs QMS Consulting, Inc. 1 847 359 4456 [email protected] 1 Topics CAPA Process Flow Elements of an Effective CAPA System Common Pitfalls 2 CAPA Process Flow
Overview. Elementary Quality Tools
Overview 1. Planned procedure 2. Brainstorming 3. Cause-and-Effect Diagram (Ishikawa) 4. Checklist 5. Flow Chart 6. Data Collection 7. Tally List 8. Data Evaluation 9. Original Value Sequence 10. Histogram
Learning from Our Mistakes with Defect Causal Analysis. April 2001. Copyright 2001, Software Productivity Consortium NFP, Inc. All rights reserved.
Learning from Our Mistakes with Defect Causal Analysis April 2001 David N. Card Based on the article in IEEE Software, January 1998 1 Agenda What is Defect Causal Analysis? Defect Prevention Key Process
8D :: Problem Solving Worksheet
Tracking Number: Customer Number: Response Due Date: 8D :: Problem Solving Worksheet 8-D is a quality management tool and is a vehicle for a cross-functional team to articulate thoughts and provides scientific
Root cause analysis. Chartered Institute of Internal Auditors
27 June 2016 Root cause analysis Chartered Institute of Internal Auditors Root cause analysis is a process for understanding 'what happened' and solving a problem through looking back and drilling down
Root Cause Analysis Dealing with problems not just symptoms 1
Root Cause Analysis Dealing with problems not just symptoms 1 By Alon Linetzki, Managing Director & Principal Consultant, Best- Testing M: +972-54-3050824 [email protected] www.best-testing.com Abstract
IELTS General Training Reading Task Type 5 (Matching Headings) teacher s notes
teacher s notes Description An activity to introduce how to choose headings for paragraphs of a text, focusing on forming a main idea using language students understand and ignoring unknown words Time
PPG SUPPLIER DEVELOPMENT ASSESSMENT
Supplier: Address: Products: Assessment Date: Assessment Team: Certification: Supplier Contacts Position E-mail Phone General Comments: Assessment Results Summary Sections Non-conformity Action Point Quality
Training Pack. Kaizen PDCA ( Plan / Do / Check / Act )
Training Pack Kaizen PDCA ( Plan / Do / Check / Act ) Introductions Name Department Current knowledge of Plan Do Check Act Aims & Objectives Target Audience : All! Purpose of Module : To train the delegates
Single Manufacturing Site with. Extended Manufacturing Site(s)
Single Manufacturing Site with Extended Manufacturing Site(s) 1 Content Background of Proposed Changes Solution: SI 13 SI 13 Key Terms and Phrases What is Included? What is Excluded? IATF Expectations
Global Network and Application Security Testing Market An Overview of Emerging Trends and Growth Opportunities For Test Solution Vendors
Global Network and Application Security Testing Market An Overview of Emerging Trends and Growth Opportunities For Test Solution Vendors May 2013 Contents Section Slide Numbers Executive Summary 4 Market
Brown Hills College of Engineering & Technology Machine Design - 1. UNIT 1 D e s i g n P h i l o s o p h y
UNIT 1 D e s i g n P h i l o s o p h y Problem Identification- Problem Statement, Specifications, Constraints, Feasibility Study-Technical Feasibility, Economic & Financial Feasibility, Social & Environmental
Process Mapping and Process- Based Internal Audits
Process Mapping and Process- Based Internal Audits Presented by Shannon Craddock of Perry Johnson Registrars, Inc. September 21, 2011 Today s Topics Why Are We Doing This? Process Terminology Process Mapping
M. Jämsä 6.4.2011 PCB COST REDUCTIONS
M. Jämsä 6.4.2011 PCB COST REDUCTIONS There is an old joke about Commodity Manager of PCB (Printed Circuit Board) having one brain cell only, either occupied by the idea of price reduction or by the idea
Quality Risk Management ICH Q9 & ISO 14971. Presented by Michael Kerr 11 th November 2011
Quality Risk Management ICH Q9 & ISO 14971 Presented by Michael Kerr 11 th November 2011 Agenda Risk Concept QRM Fundamentals Regulatory Expectations Warning Letters / Observations Application of QRM Introduction:
Standards Alignment Minnesota Science Standards Alignment Matrix www.brainu.org/resources/mnstds
Lesson Summary: Neurons transfer information by releasing neurotransmitters across the synapse or space between neurons. Students model the chemical communication between pre-synaptic and post-synaptic
Process D1 : Establish the team
Process D1 : Establish the team Objective : To determine the best possible team to solve the problem & to specify the team rules No. Input Process Output 1 Decide to use the 8D method to solve the problem
GETTING TO THE CORE: THE LINK BETWEEN TEMPERATURE AND CARBON DIOXIDE
DESCRIPTION This lesson plan gives students first-hand experience in analyzing the link between atmospheric temperatures and carbon dioxide ( ) s by looking at ice core data spanning hundreds of thousands
Auditing HACCP Programs
Auditing HACCP Programs Roger Roeth Executive Technical Officer 2016 EAGLE Certification Group includes EAGLE Registrations Inc. and EAGLE Food Registrations Inc. 1 Overview This training is applicable
Wendell Bosen-MBA, CPCU, ARM-E Director, Risk Management Management & Training Corporation. Kristina Narvaez-MBA President & CEO ERM Strategies, LLC
Wendell Bosen-MBA, CPCU, ARM-E Director, Risk Management Management & Training Corporation Kristina Narvaez-MBA President & CEO ERM Strategies, LLC It All Starts with Culture Formal controls Informal controls
Staff should not feel that the Quality Management staff are policing them. These thoughts
Chapter IV and Patient Introduction This chapter is the responsibility of the Director/leader and everyone in the hospital, especially the senior leaders whose role is essential to implement the program.
Figure 1: Fishbone Diagram - Structure. Cause-and-Effect Diagram, Ishikawa diagram, Fishbone diagram, Root Cause Analysis.
FISHBONE DIAGRAM ABSTRACT Category: Analysis Tool The Fishbone Diagram (G) is a tool for analyzing process dispersion. It is also referred to as the "Ishikawa diagram," because Kaoru Ishikawa developed
What is Organizational Communication?
What is Organizational Communication? By Matt Koschmann Department of Communication University of Colorado Boulder 2012 So what is organizational communication? And what are we doing when we study organizational
Corrective and Preventive Actions
Corrective and Preventive Actions A Five Step Approach Topics to Be Covered What is CAPA? Governing authority Five steps to a good CAPA process Where companies have difficulty Example citations Recap What
Continuous Improvement Toolkit
Continuous Improvement Toolkit Mind Mapping Managing Risk PDPC Pros and Cons Importance-Urgency Mapping RACI Matrix Stakeholder Analysis FMEA RAID Logs Break-even Analysis Cost Benefit Analysis PEST PERT/CPM
PROJECT RISK MANAGEMENT
PROJECT RISK MANAGEMENT DEFINITION OF A RISK OR RISK EVENT: A discrete occurrence that may affect the project for good or bad. DEFINITION OF A PROBLEM OR UNCERTAINTY: An uncommon state of nature, characterized
UNCONTROLLED COPY FOR REFERENCE ONLY
CLOVER MACHINE AND MFG. 800 MATHEW ST. #101 SANTA CLARA, CA 95050 727-3380 727-7015 fax REVISION: DATE: PAGE 1 OF 45 QUALITY POLICY MANUAL DISTRIBUTION LIST: President Purchasing Manager Vice President
MANAGEMENT SYSTEM MANUAL
MANAGEMENT SYSTEM MANUAL Scope of the management system: Oil-, chemistry-, gas and energy industry equipment development, production and sales Valukoja Street 7/2 Bank: Nordea Bank Finland Plc 11415 Tallinn,
McKinsey Problem Solving Test Top Tips
McKinsey Problem Solving Test Top Tips 1 McKinsey Problem Solving Test You re probably reading this because you ve been invited to take the McKinsey Problem Solving Test. Don t stress out as part of the
PBS Professional Job Scheduler at TCS: Six Sigma- Level Delivery Process and Its Features
PBS Professional Job Scheduler at TCS: Six Sigma- Bhadraiah Karnam Analyst Tata Consultancy Services Whitefield Road Bangalore 560066 Level Delivery Process and Its Features Hari Krishna Thotakura Analyst
NCOE whitepaper Master Data Deployment and Management in a Global ERP Implementation
NCOE whitepaper Master Data Deployment and Management in a Global ERP Implementation Market Offering: Package(s): Oracle Authors: Rick Olson, Luke Tay Date: January 13, 2012 Contents Executive summary
QUIZ MODULE 1: BASIC CONCEPTS IN QUALITY AND TQM
QUIZ MODULE 1: BASIC CONCEPTS IN QUALITY AND TQM These questions cover Sessions 1, 2, 5, 6, 7. The correct answer is shown in bold A fundamental attribute of TQM is Drawing control charts Having team meetings
Lesson 26: Reflection & Mirror Diagrams
Lesson 26: Reflection & Mirror Diagrams The Law of Reflection There is nothing really mysterious about reflection, but some people try to make it more difficult than it really is. All EMR will reflect
Probability, statistics and football Franka Miriam Bru ckler Paris, 2015.
Probability, statistics and football Franka Miriam Bru ckler Paris, 2015 Please read this before starting! Although each activity can be performed by one person only, it is suggested that you work in groups
Lean Six Sigma Training The DMAIC Story. Unit 6: Glossary Page 6-1
Unit 6: Glossary Page 6-1 Glossary of Terms Unit 6: Glossary Page 6-2 Action Plan A technique that documents everything that must be done to ensure effective implementation of a countermeasure or improvement
STANDARDIZED WORK 2ND SESSION. Art of Lean, Inc. 1 www.artoflean.com
STANDARDIZED WORK 2ND SESSION 1 STANDARDIZED WORK AND WORK STANDARDS - SESSION 2 AIM (1) Understand the Importance of Standardization in TPS (2) Introduce Various Standards Sheets and Basics of Creation
Section 2: Differentiation in practice in the curriculum
Section 2: Differentiation in practice in the curriculum Using differentiation to achieve pace and variety Differentiation is about teaching and learning styles and teachers should be using all three types
With Bosch Software Innovations ConnectedManufacturing Solutions.
Production Performance Manager How to systematically improve machine availability. www.bosch-si.com/production-performance-manager With Bosch Software Innovations ConnectedManufacturing Solutions. Software
Fundamentals of Probability
Fundamentals of Probability Introduction Probability is the likelihood that an event will occur under a set of given conditions. The probability of an event occurring has a value between 0 and 1. An impossible
CHAPTER 6 NETWORK DESIGN
CHAPTER 6 NETWORK DESIGN Chapter Summary This chapter starts the next section of the book, which focuses on how we design networks. We usually design networks in six network architecture components: Local
Problem of the Month: Fair Games
Problem of the Month: The Problems of the Month (POM) are used in a variety of ways to promote problem solving and to foster the first standard of mathematical practice from the Common Core State Standards:
Making Tracks Elementary School 5-E Lesson
Making Tracks Elementary School 5-E Lesson Objectives -Student will analyze fossil footprints of two and four legged dinosaurs to learn more about how these animals lived. -Students will experiment with
6.3 Conditional Probability and Independence
222 CHAPTER 6. PROBABILITY 6.3 Conditional Probability and Independence Conditional Probability Two cubical dice each have a triangle painted on one side, a circle painted on two sides and a square painted
Overview. Essential Questions. Grade 2 Mathematics, Quarter 4, Unit 4.4 Representing and Interpreting Data Using Picture and Bar Graphs
Grade 2 Mathematics, Quarter 4, Unit 4.4 Representing and Interpreting Data Using Picture and Bar Graphs Overview Number of instruction days: 7 9 (1 day = 90 minutes) Content to Be Learned Draw a picture
Minnesota Academic Standards
A Correlation of to the Minnesota Academic Standards Grades K-6 G/M-204 Introduction This document demonstrates the high degree of success students will achieve when using Scott Foresman Addison Wesley
7.S.8 Interpret data to provide the basis for predictions and to establish
7 th Grade Probability Unit 7.S.8 Interpret data to provide the basis for predictions and to establish experimental probabilities. 7.S.10 Predict the outcome of experiment 7.S.11 Design and conduct an
An Introduction to. Metrics. used during. Software Development
An Introduction to Metrics used during Software Development Life Cycle www.softwaretestinggenius.com Page 1 of 10 Define the Metric Objectives You can t control what you can t measure. This is a quote
Assessment For The California Mathematics Standards Grade 6
Introduction: Summary of Goals GRADE SIX By the end of grade six, students have mastered the four arithmetic operations with whole numbers, positive fractions, positive decimals, and positive and negative
TPM at the heart of Lean - March 2005 Art Smalley
TPM at the heart of Lean - March 2005 Art Smalley Total Productive Maintenance (TPM) has been a very important tool for equipment intensive manufacturing sectors. It is a key means for increasing machine
APPENDIX C. Sample Performance Measures
SAMPLE PEFOMANCE MEASUES Sample Performance Measures This, which is a collection from several sources, is included to stimulate your thinking about appropriate measures. However, remember that the measures
Supplier Quality Agreements
Supplier Quality Agreements Dan O Leary CBA, CQA, CQE, CRE, SSBB, CIRM President Ombu Enterprises, LLC [email protected] www.ombuenterprises.com 603-209-0600 1 Speaker Biography Dan O Leary Dan O
Tools & Techniques for Process Improvement
Tools & Techniques for Process Improvement Understanding processes so that they can be improved by means of a systematic approach requires the knowledge of a simple kit of ols or techniques. The effective
Chapter 5 - Practice Problems 1
Chapter 5 - Practice Problems 1 Identify the given random variable as being discrete or continuous. 1) The number of oil spills occurring off the Alaskan coast 1) A) Continuous B) Discrete 2) The ph level
Lean Management Standards: Manufacturing
Leader Standard Work. Do leaders have standard work? Do they follow it? Do you carry it with you as a routine? Do you have it with you now?. Is leader standard work regularly reviewed for updating? Has
Hazard Analysis and Critical Control Points (HACCP) 1 Overview
Manufacturing Technology Committee Risk Management Working Group Risk Management Training Guides Hazard Analysis and Critical Control Points (HACCP) 1 Overview Hazard Analysis and Critical Control Point
Reliable, Sustainable and Innovative Risk Management at Axpo
Success Story R2C_risk to chance Reliable, Sustainable and Innovative Risk Management at Axpo With the Schleupen AG R2C_risk to chance, the Swiss energy provider Axpo acquires a tool that will meet even
Process/Workflow Analysis Quiz
Process/Workflow Analysis Quiz Question ID: 1 Outline Section: WF A flowchart can be used to show all except A: the specifications of the system. B: re-engineered clarity. C: existing confusion. D: the
Comparison ISO/TS 16949 (1999) to VDA 6.1 (1998)
1 APPLICABILITY VDA 6.1: Section: 3.1; 7 new: In addition to the applicability for supplier sites for production, services and their subcontractors for: products and production materials, or services like
Commonwealth of Massachusetts IT Consolidation Phase 2. ITIL Process Flows
Commonwealth of Massachusetts IT Consolidation Phase 2 ITIL Process Flows August 25, 2009 SERVICE DESK STRUCTURE Service Desk: A Service Desk is a functional unit made up of a dedicated number of staff
Explain the image using visual clues to develop informative explanations of images
Teacher Guide TT targeted adaptable Primary Intermediate Middle Senior 4 4 Explain the image using visual clues to develop informative explanations of images Learning outcomes understand the basic contents
Aegis Standard Report Template Examples
Aegis Standard Report Template Examples Contents Introduction... 3 Quality and Test Reports... 4 NPI Reports... 13 Production & WIP Tracking Reports... 18 System Administration Reports... 23 Material and
DATA COACHING WORKSHOP DAY 1 PRESENTED BY SARITA SIQUEIROS THORNBURG, JILL PATNODE & KRISSY SOLTMAN
DATA COACHING WORKSHOP DAY 1 PRESENTED BY SARITA SIQUEIROS THORNBURG, JILL PATNODE & KRISSY SOLTMAN January 28, 2014 Success for Each Child and Eliminate the Opportunity Gap Welcome and Introductions Overview
Giffards Primary School
Giffards Primary School Learning Environment and Display Policy Agreed by Governors April 2011 Next Review Date April 2014 1 Giffards primary School Learning Environment and Display Policy This policy
ACCIDENT / INCIDENT INVESTIGATION REPORT INSTRUCTIONS
ACCIDENT / INCIDENT INVESTIGATION REPORT INSTRUCTIONS All accidents / incidents must be reported so that prompt medical attention can be provided and corrective actions taken to prevent another occurrence.
A QuestionPro Publication
How to effectively conduct an online survey A QuestionPro Publication Steps in Preparing an Online Questionnaire How to Effectively Conduct an Online Survey By: Vivek Bhaskaran Co-Founder Survey Analytics
CAPA Issues and Pitfalls
CAPA Issues and Pitfalls Timothy Barash, BSI April 3, 2014 2 CAPA: Corrective Action, Preventive Action It does NOT mean JUST Corrective Action! A CAPA Story 3 4 Overview A CAPA Story Core CAPA Steps CAPA
Digital Industries Apprenticeship: Assessment Plan. Cyber Security Technologist. April 2016
Digital Industries Apprenticeship: Assessment Plan Cyber Security Technologist April 2016 1 Digital Industries Apprenticeships: Assessment Plan 1. General Introduction and Overview The apprenticeship Standard
Motivations. spm - 2014 adolfo villafiorita - introduction to software project management
Risk Management Motivations When we looked at project selection we just took into account financial data In the scope management document we emphasized the importance of making our goals achievable, i.e.
A C T I V I T Y : U S I N G T H E F I S H B O N E D I A G R A M TO
C O L L E C T I V E L E A D E R S H I P W O R K S P L A N N I N G F O R AC T I O N 143 A C T I V I T Y : U S I N G T H E F I S H B O N E D I A G R A M TO GENERATE ACTION PL ANS Moving from identifying
27 Before, During, and After Reading Activities with Graphic Organizers to be used with nonfiction passages for students in Grades 2 5!
1 27 Before, During, and After Reading Activities with Graphic Organizers to be used with nonfiction passages for students in Grades 2 5! - These activities and graphic organizers can be: - used by teachers
Content Sheet 7-1: Overview of Quality Control for Quantitative Tests
Content Sheet 7-1: Overview of Quality Control for Quantitative Tests Role in quality management system Quality Control (QC) is a component of process control, and is a major element of the quality management
The Seven Basic Tools. QUALITY CONTROL TOOLS (The Seven Basic Tools) What are check sheets? CHECK SHEET. Illustration (Painting defects)
QUALITY CONTROL TOOLS (The Seven Basic Tools) Dr. Ömer Yağız Department of Business Administration Eastern Mediterranean University TRNC The Seven Basic Tools The seven basic tools are: Check sheet Flow
GLB QM 02. Supplier Quality Manual 03. 7/11/12 Supplier Quality 1 of 18. Revision Level. Issue Date Issuing Department Page
7/11/12 Supplier Quality 1 of 18 7/11/12 Supplier Quality 2 of 18 Table of Contents 1.0 Introduction 3 2.0 Manual 4 2.1 Application 4 2.2 Quality Management System of the Supplier 4 2.3 Quality Management
FABRICATION DRAWINGS A Paradigm Shift
INNOVATIVE DIMENSIONS Presented by Fitzpatrick Engineering Group March 2013 2012 Finalist Innovation in Structural Engineering DRAWINGS A Paradigm Shift 19520 Catawba Avenue, Ste 311 Cornelius, NC 28031-3711
OA4-13 Rounding on a Number Line Pages 80 81
OA4-13 Rounding on a Number Line Pages 80 81 STANDARDS 3.NBT.A.1, 4.NBT.A.3 Goals Students will round to the closest ten, except when the number is exactly halfway between a multiple of ten. PRIOR KNOWLEDGE
A GUIDE TO PROCESS MAPPING AND IMPROVEMENT
A GUIDE TO PROCESS MAPPING AND IMPROVEMENT Prepared by the CPS Activity Based Costing Team December 2012 CONTENTS 1. Introduction Page 3 2. What is process mapping? Page 4 3. Why process map? Page 4 4.
Myth or Fact: The Diminishing Marginal Returns of Variable Creation in Data Mining Solutions
Myth or Fact: The Diminishing Marginal Returns of Variable in Data Mining Solutions Data Mining practitioners will tell you that much of the real value of their work is the ability to derive and create
SIX-STEP PROBLEM SOLVING MODEL
SIX-STEP PROBLEM SOLVING MODEL Problem solving models are used to address many issues that come up on a daily basis in the workplace. These problems may be technical or issue-based. While many of you have
Quality Control of your Products in Dynamics AX2012 With Total Quality Control Management. Page 1 2 3 4 5 6 7 8 9 10
Quality Control of your Products in Dynamics AX2012 With Total Quality Control Management A puzzle isn t right if the last piece doesn t fit You buy, make, and sell your products in Dynamics AX. Consider
Key Resources for Project Managers. Critical Thinking. Guide 3
Critical Thinking Guide 3 Guide 3 Critical Thinking Reference About this Guide The Critical Thinking Guide is intended to serve as a reference for you, the new project manager, and to give you basics
Mathematical goals. Starting points. Materials required. Time needed
Level N of challenge: B N Mathematical goals Starting points Materials required Time needed Ordering fractions and decimals To help learners to: interpret decimals and fractions using scales and areas;
