The document discusses the cost of poor quality (COPQ) and how measuring COPQ allows managers to translate quality issues into financial impacts. It defines COPQ as costs that would disappear if tasks were always performed without deficiencies. COPQ is broken down into categories like prevention, appraisal, internal failure, and external failure costs. Measuring COPQ provides benefits like prioritizing problems, aligning quality goals, and incentivizing doing work right the first time.
The document discusses the cost of poor quality (COPQ) which includes costs associated with defects, errors, waste, and failure to meet customer requirements. It states that COPQ can range from 15-25% of sales. Tracking COPQ allows companies to quantify quality costs, identify areas for improvement, and measure the impact of quality initiatives. Breaking down COPQ into categories such as prevention, appraisal, internal failure, and external failure provides insights to prioritize problem-solving efforts.
This document discusses the cost of poor quality (COPQ) and how measuring quality costs can help businesses. It defines COPQ and outlines the different types of quality costs including prevention, appraisal, internal failure, and external failure costs. Measuring COPQ exposes hidden costs and provides a tool to prioritize issues, measure improvements, and maximize profits by reducing waste. The benefits of using quality cost metrics include aligning quality goals, prioritizing problems, and incentivizing doing tasks right the first time.
The document discusses the cost of poor quality (COPQ) and quality costs. It defines COPQ as all costs that would disappear if every task was performed without deficiency. It notes that COPQ is made up of prevention costs, appraisal costs, internal failure costs, and external failure costs. The document provides examples of costs that fall under each of these categories and notes that accurately measuring COPQ can help prioritize problems and measure improvements in quality.
This document discusses the need for zero defects and excursions in quality across industries such as automotive and electronics. It notes that automotive applications require average quality of 10 ppm and life critical applications cannot accept any failures. Achieving zero ppm requires a holistic approach from design to manufacturing including rigorous qualification processes. It also requires buy-in across the entire organization to transform execution through approaches like building quality from the start, analyzing fault sources, and utilizing best practices throughout the product flow.
Chad Kymal is an internationally renowned quality management consultant and trainer. He has extensive experience in topics such as TQM, statistical process control, and quality system standards. Kymal founded several consulting and software companies including Omnex, which provides quality management training, and AQSR, a quality system registrar. The document discusses the history and traditional models of calculating cost of quality (COQ), and limitations of traditional COQ approaches. It proposes alternative COQ frameworks that consider broader quality costs and focus on using COQ data to drive process improvements.
The document discusses the importance of business-led testing over IT-led testing. It argues that testing should be owned by the business to independently validate requirements and ensure projects deliver expected benefits. It dispels myths that testing is solely the developers' or IT's responsibility. When businesses partner with independent test professionals and take ownership of testing, it leads to lower costs, reduced risks, and increased benefits compared to relying solely on IT and third-party testing. The document calls for businesses to seize control over testing to better manage risks and realize the expected value from transformation projects.
The document discusses various aspects of quality management including:
1. Total quality management aims to achieve organizational practices, quality principles, and employee fulfillment to satisfy customers. This is done through leadership, continuous improvement, and employee empowerment.
2. Quality can be defined in various ways such as meeting customer needs, conforming to specifications, or having desirable attributes. Achieving high quality reduces costs and improves profits through increased productivity, lower rework, and greater customer satisfaction.
3. Key quality management tools include statistical process control, failure mode and effects analysis, benchmarking, and implementing suggestions from quality experts like Deming and Juran. These help organizations achieve continuous improvement.
The document discusses various aspects of quality management including ways that quality can improve productivity, the flow of activities necessary to achieve total quality management, definitions of quality, key dimensions of quality, and tools used in total quality management such as continuous improvement, six sigma, employee empowerment, benchmarking, just-in-time, and statistical process control charts. It provides details on quality costs, Deming's fourteen points, concepts of TQM, and seven tools used in TQM including check sheets, scatter diagrams, cause and effect diagrams, Pareto charts, flow charts, histograms, and control charts.
This document discusses categories of quality costs including conformance costs (prevention and appraisal) and non-conformance costs (internal and external failure). Prevention costs aim to avoid defects through activities like quality planning, supplier evaluation, and calibration. Appraisal costs detect defects through inspection and testing. Internal failure costs occur when defects are found before delivery, while external failure costs happen when customers find defects. The document advocates reducing non-conformance costs through prevention rather than increasing prevention costs. Total quality costs can be 25-35% of sales, but many costs are hidden. Implementing total quality management can significantly reduce costs over time.
Ajilon Consulting is a global IT services organization with over 40 years of experience helping clients achieve their business objectives through technology. They provide quality management services including software testing, test automation, and performance testing. Their approach is to sequentially address four areas - process improvement, automation, lower cost resources, and offshoring - to maximize return on investment for clients.
Rao Srinivasa is the CEO of Kowni Technologies, which provides technology solutions and consulting for facility management. He has over 22 years of experience in facility management roles at Ford Motor Company, JLL, and Goldman Sachs. In this presentation, he discusses how lean principles can be applied to facility management to improve productivity, customer satisfaction, and reduce waste. Some key lean tools for facilities management include process mapping, cause and effect analysis, failure mode and effects analysis, and total productive maintenance. The goals of lean facilities management are to eliminate waste, enhance productivity and customer satisfaction, and increase profits through reduced costs.
Ajilon provides quality management consulting services including software testing, test automation, and performance testing. It leverages a global network of over 13,000 IT professionals across over 50 offices worldwide. Ajilon's quality management approach focuses on process improvement, increasing testing efficiency through automation, and delivering flexible resourcing options through its On Demand testing center.
This document provides an overview of quality principles and concepts. It defines key terms related to quality like defect, policy, procedure, process, and standard. It discusses different views of quality from the perspective of customers, producers, providers and suppliers. It also describes quality attributes for information systems and quality concepts like the PDCA cycle, cost of quality, six sigma quality, and the approaches of quality pioneers like Deming, Crosby and Juran.
A Retrospective in Analytic Auditing and Whats Ahead
Description
The speaker will outline salient best practices in establishing an analytic program based on lessons learned looking back on the past two and a half decades. Specific learning objectives include:
o Review key dates in the last two decades timing that led to the advancement of audit data analytic programs.
o Highlight lessons learned over the years through case study examples.
o Outline the effective culture around the analytics program to serve as its foundation.
o Learn to apply analytics across the entire lifecycle from risk assessment, to planning, fieldwork, and reporting.
o Present analytic best practices being deployed by top performing organizations.
2009 11 Business Case For Erp In GovernmentFreeBalance
油
Imagine our surprise when we were invited to speak at the Financial Management Institute Professional Development Week about the value of ERP in government. Why? For one thing, FreeBalance is not an Enterprise Resource Planning vendor. We're a GRP vendor, as we have spoken about frequently in this blog. ERP vendors operate in many vertical markets - FreeBalance provides software for governments only.
Nevertheless, we took up the challenge. The presentation was focused for Government of Canada financial managers, but it is applicable to many countries. We focused on three elements of the Treasury Board Secretariat Investment Planning Policy: value for money, total cost and project governance.
We think that we did a very good job presenting an objective viewpoint. We didn't talk about FreeBalance and how our solutions are more applicable than generic software for governments.
2009 11 Business Case For Erp In GovernmentFreeBalance
油
Follows Government of Canada Treasury Board guidelines on building a business case for ERP in Government. Describes 4 types of benefits in the overview of "value for money". Describes the long term costs for ERP. Describes risk of failure and project management practices to improve success.
1) Total Productive Maintenance (TPM) aims to eliminate waste and losses in production processes through the involvement of all employees.
2) TPM identifies eight major equipment losses that reduce productivity and quality, including set-up time, minor stoppages, and defects.
3) Implementing TPM requires establishing organizational culture and systems focused on continuous improvement, problem-solving, and achieving higher performance targets through group efforts.
This document discusses how to achieve the optimal balance of testing through continuous improvement and optimization. It introduces the concept of economic conformance level (ECL) to balance corrective, preventative, and appraisal testing costs. The document outlines a six sigma approach to measure current testing processes, analyze issues, improve through solutions, and control through standardization. Real-life examples are provided to illustrate optimizing testing processes by increasing efficiency, reducing waste, and formalizing practices to move from reactive to balanced testing.
Tradeshift, Hackett Group & sharedserviceslink - P2P WebinarTradeshift
油
This document provides an agenda and context for a presentation on best practices and metrics for next generation purchase-to-pay (P2P). The presentation will feature speakers from Tradeshift and The Hackett Group and discuss introducing e-invoicing, improving P2P processes, and key performance indicators. The agenda includes introducing the organizations, defining top P2P performance, reviewing enabling capabilities like technology and strategic sourcing, and answering audience questions.
This document provides an overview of a webinar on best practices and metrics for next generation purchase-to-pay (P2P). It introduces the speakers from Tradeshift and The Hackett Group. It outlines that the webinar will discuss the value of a high performing P2P department, changing technology landscapes, and what top performance looks like. It also includes polls to gather information from participants. The bulk of the document consists of presentations from The Hackett Group on how top performing organizations in P2P are defined, the key enablers they leverage around areas like guided requisitioning, process automation, spend visibility and supplier information management.
The document discusses challenges in software delivery and the need for measurement to improve processes and outcomes. It introduces the IBM Rational Insight solution, which provides integrated lifecycle intelligence through automated collection and analysis of metrics. Rational Insight helps measure performance against business objectives, monitor projects and processes, and facilitate continual improvement through dashboards and reporting.
The document discusses cost of quality and quality costs. It explains that understanding quality costs enables reducing unnecessary costs by preventing problems. Quality costs can account for 25-35% of costs in manufacturing and service industries. There are different categories of quality costs such as prevention, appraisal, internal and external failure costs. The document emphasizes that investing in prevention has higher returns and saves more costs compared to appraisal and failure costs according to the 1:10:100 rule. It also outlines some steps to implement quality cost measurement in an organization.
INVESTIGATION OF PUEA IN COGNITIVE RADIO NETWORKS USING ENERGY DETECTION IN D...csijjournal
油
Primary User Emulation Attack (PUEA) is one of the major threats to the spectrum sensing in cognitive
radio networks. This paper studies the PUEA using energy detection that is based on the energy of the
received signal. It discusses the impact of increasing the number of attackers on the performance of
secondary user. Moreover, studying how the malicious user can emulate the Primary User (PU) signal is
made. This is the first analytical method to study PUEA under a different number of attackers. The
detection of the PUEA increases with increasing the number of attackers and decreases when changing the
channel from lognormal to Rayleigh fading.
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Chad Kymal is an internationally renowned quality management consultant and trainer. He has extensive experience in topics such as TQM, statistical process control, and quality system standards. Kymal founded several consulting and software companies including Omnex, which provides quality management training, and AQSR, a quality system registrar. The document discusses the history and traditional models of calculating cost of quality (COQ), and limitations of traditional COQ approaches. It proposes alternative COQ frameworks that consider broader quality costs and focus on using COQ data to drive process improvements.
The document discusses the importance of business-led testing over IT-led testing. It argues that testing should be owned by the business to independently validate requirements and ensure projects deliver expected benefits. It dispels myths that testing is solely the developers' or IT's responsibility. When businesses partner with independent test professionals and take ownership of testing, it leads to lower costs, reduced risks, and increased benefits compared to relying solely on IT and third-party testing. The document calls for businesses to seize control over testing to better manage risks and realize the expected value from transformation projects.
The document discusses various aspects of quality management including:
1. Total quality management aims to achieve organizational practices, quality principles, and employee fulfillment to satisfy customers. This is done through leadership, continuous improvement, and employee empowerment.
2. Quality can be defined in various ways such as meeting customer needs, conforming to specifications, or having desirable attributes. Achieving high quality reduces costs and improves profits through increased productivity, lower rework, and greater customer satisfaction.
3. Key quality management tools include statistical process control, failure mode and effects analysis, benchmarking, and implementing suggestions from quality experts like Deming and Juran. These help organizations achieve continuous improvement.
The document discusses various aspects of quality management including ways that quality can improve productivity, the flow of activities necessary to achieve total quality management, definitions of quality, key dimensions of quality, and tools used in total quality management such as continuous improvement, six sigma, employee empowerment, benchmarking, just-in-time, and statistical process control charts. It provides details on quality costs, Deming's fourteen points, concepts of TQM, and seven tools used in TQM including check sheets, scatter diagrams, cause and effect diagrams, Pareto charts, flow charts, histograms, and control charts.
This document discusses categories of quality costs including conformance costs (prevention and appraisal) and non-conformance costs (internal and external failure). Prevention costs aim to avoid defects through activities like quality planning, supplier evaluation, and calibration. Appraisal costs detect defects through inspection and testing. Internal failure costs occur when defects are found before delivery, while external failure costs happen when customers find defects. The document advocates reducing non-conformance costs through prevention rather than increasing prevention costs. Total quality costs can be 25-35% of sales, but many costs are hidden. Implementing total quality management can significantly reduce costs over time.
Ajilon Consulting is a global IT services organization with over 40 years of experience helping clients achieve their business objectives through technology. They provide quality management services including software testing, test automation, and performance testing. Their approach is to sequentially address four areas - process improvement, automation, lower cost resources, and offshoring - to maximize return on investment for clients.
Rao Srinivasa is the CEO of Kowni Technologies, which provides technology solutions and consulting for facility management. He has over 22 years of experience in facility management roles at Ford Motor Company, JLL, and Goldman Sachs. In this presentation, he discusses how lean principles can be applied to facility management to improve productivity, customer satisfaction, and reduce waste. Some key lean tools for facilities management include process mapping, cause and effect analysis, failure mode and effects analysis, and total productive maintenance. The goals of lean facilities management are to eliminate waste, enhance productivity and customer satisfaction, and increase profits through reduced costs.
Ajilon provides quality management consulting services including software testing, test automation, and performance testing. It leverages a global network of over 13,000 IT professionals across over 50 offices worldwide. Ajilon's quality management approach focuses on process improvement, increasing testing efficiency through automation, and delivering flexible resourcing options through its On Demand testing center.
This document provides an overview of quality principles and concepts. It defines key terms related to quality like defect, policy, procedure, process, and standard. It discusses different views of quality from the perspective of customers, producers, providers and suppliers. It also describes quality attributes for information systems and quality concepts like the PDCA cycle, cost of quality, six sigma quality, and the approaches of quality pioneers like Deming, Crosby and Juran.
A Retrospective in Analytic Auditing and Whats Ahead
Description
The speaker will outline salient best practices in establishing an analytic program based on lessons learned looking back on the past two and a half decades. Specific learning objectives include:
o Review key dates in the last two decades timing that led to the advancement of audit data analytic programs.
o Highlight lessons learned over the years through case study examples.
o Outline the effective culture around the analytics program to serve as its foundation.
o Learn to apply analytics across the entire lifecycle from risk assessment, to planning, fieldwork, and reporting.
o Present analytic best practices being deployed by top performing organizations.
2009 11 Business Case For Erp In GovernmentFreeBalance
油
Imagine our surprise when we were invited to speak at the Financial Management Institute Professional Development Week about the value of ERP in government. Why? For one thing, FreeBalance is not an Enterprise Resource Planning vendor. We're a GRP vendor, as we have spoken about frequently in this blog. ERP vendors operate in many vertical markets - FreeBalance provides software for governments only.
Nevertheless, we took up the challenge. The presentation was focused for Government of Canada financial managers, but it is applicable to many countries. We focused on three elements of the Treasury Board Secretariat Investment Planning Policy: value for money, total cost and project governance.
We think that we did a very good job presenting an objective viewpoint. We didn't talk about FreeBalance and how our solutions are more applicable than generic software for governments.
2009 11 Business Case For Erp In GovernmentFreeBalance
油
Follows Government of Canada Treasury Board guidelines on building a business case for ERP in Government. Describes 4 types of benefits in the overview of "value for money". Describes the long term costs for ERP. Describes risk of failure and project management practices to improve success.
1) Total Productive Maintenance (TPM) aims to eliminate waste and losses in production processes through the involvement of all employees.
2) TPM identifies eight major equipment losses that reduce productivity and quality, including set-up time, minor stoppages, and defects.
3) Implementing TPM requires establishing organizational culture and systems focused on continuous improvement, problem-solving, and achieving higher performance targets through group efforts.
This document discusses how to achieve the optimal balance of testing through continuous improvement and optimization. It introduces the concept of economic conformance level (ECL) to balance corrective, preventative, and appraisal testing costs. The document outlines a six sigma approach to measure current testing processes, analyze issues, improve through solutions, and control through standardization. Real-life examples are provided to illustrate optimizing testing processes by increasing efficiency, reducing waste, and formalizing practices to move from reactive to balanced testing.
Tradeshift, Hackett Group & sharedserviceslink - P2P WebinarTradeshift
油
This document provides an agenda and context for a presentation on best practices and metrics for next generation purchase-to-pay (P2P). The presentation will feature speakers from Tradeshift and The Hackett Group and discuss introducing e-invoicing, improving P2P processes, and key performance indicators. The agenda includes introducing the organizations, defining top P2P performance, reviewing enabling capabilities like technology and strategic sourcing, and answering audience questions.
This document provides an overview of a webinar on best practices and metrics for next generation purchase-to-pay (P2P). It introduces the speakers from Tradeshift and The Hackett Group. It outlines that the webinar will discuss the value of a high performing P2P department, changing technology landscapes, and what top performance looks like. It also includes polls to gather information from participants. The bulk of the document consists of presentations from The Hackett Group on how top performing organizations in P2P are defined, the key enablers they leverage around areas like guided requisitioning, process automation, spend visibility and supplier information management.
The document discusses challenges in software delivery and the need for measurement to improve processes and outcomes. It introduces the IBM Rational Insight solution, which provides integrated lifecycle intelligence through automated collection and analysis of metrics. Rational Insight helps measure performance against business objectives, monitor projects and processes, and facilitate continual improvement through dashboards and reporting.
The document discusses cost of quality and quality costs. It explains that understanding quality costs enables reducing unnecessary costs by preventing problems. Quality costs can account for 25-35% of costs in manufacturing and service industries. There are different categories of quality costs such as prevention, appraisal, internal and external failure costs. The document emphasizes that investing in prevention has higher returns and saves more costs compared to appraisal and failure costs according to the 1:10:100 rule. It also outlines some steps to implement quality cost measurement in an organization.
INVESTIGATION OF PUEA IN COGNITIVE RADIO NETWORKS USING ENERGY DETECTION IN D...csijjournal
油
Primary User Emulation Attack (PUEA) is one of the major threats to the spectrum sensing in cognitive
radio networks. This paper studies the PUEA using energy detection that is based on the energy of the
received signal. It discusses the impact of increasing the number of attackers on the performance of
secondary user. Moreover, studying how the malicious user can emulate the Primary User (PU) signal is
made. This is the first analytical method to study PUEA under a different number of attackers. The
detection of the PUEA increases with increasing the number of attackers and decreases when changing the
channel from lognormal to Rayleigh fading.
Air pollution is contamination of the indoor or outdoor environment by any ch...dhanashree78
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Air pollution is contamination of the indoor or outdoor environment by any chemical, physical or biological agent that modifies the natural characteristics of the atmosphere.
Household combustion devices, motor vehicles, industrial facilities and forest fires are common sources of air pollution. Pollutants of major public health concern include particulate matter, carbon monoxide, ozone, nitrogen dioxide and sulfur dioxide. Outdoor and indoor air pollution cause respiratory and other diseases and are important sources of morbidity and mortality.
WHO data show that almost all of the global population (99%) breathe air that exceeds WHO guideline limits and contains high levels of pollutants, with low- and middle-income countries suffering from the highest exposures.
Air quality is closely linked to the earths climate and ecosystems globally. Many of the drivers of air pollution (i.e. combustion of fossil fuels) are also sources of greenhouse gas emissions. Policies to reduce air pollution, therefore, offer a win-win strategy for both climate and health, lowering the burden of disease attributable to air pollution, as well as contributing to the near- and long-term mitigation of climate change.
Improving Surgical Robot Performance Through Seal Design.pdfBSEmarketing
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It provides a vital transportation link between the Pacific Ocean and the San Francisco Bay.
-Zuf辰lligurl zu
peut 辿lus silly mais les mes ishaute quils le aurais sans Les 辿tablis qui
des Louis de belle accueillis sell puss p竪re peut olds sects it's all辿tells peutall asplait suite
Il -12 ) pas cause subit lequel euros le en as d辿taill辿 de till
PILONI balo -2
ispeulit Mais anglais appareils guilt gens ils en anglais glory pile le vous pr竪s
... still que y pais vida Los play qu辿tej坦n Less via Leal su abuelos l叩stimaall) isa las
des audit elleguilt disons s'il souhait sous sirs vous lucius atoutes pouvait lets pas
il taille glacis Lieu daily qui les jeutaille pas bill Luc jean 辿cumait il taille Lacis just -Zuf辰lligurl zu
peut 辿lus silly mais les mes ishaute quils le aurais sans Les 辿tablis qui
des Louis de belle accueillis sell puss p竪re peut olds sects it's all辿tells peutall asplait suite
Il -12 ) pas cause subit lequel euros le en as d辿taill辿 de till
PILONI balo -2
ispeulit Mais anglais appareils guilt gens ils en anglais glory pile le vous pr竪s
... still que y pais vida Los play qu辿tej坦n Less via Leal su abuelos l叩stimaall) isa las
des audit elleguilt disons s'il souhait sous sirs vous lucius atoutes pouvait lets pas
il taille glacis Lieu daily qui les jeutaille pas bill Luc jean 辿cumait il taille Lacis just-Zuf辰lligurl zu
peut 辿lus silly mais les mes ishaute quils le aurais sans Les 辿tablis qui
des Louis de belle accueillis sell puss p竪re peut olds sects it's all辿tells peutall asplait suite
Il -12 ) pas cause subit lequel euros le en as d辿taill辿 de till
PILONI balo -2
ispeulit Mais anglais appareils guilt gens ils en anglais glory pile le vous pr竪s
... still que y pais vida Los play qu辿tej坦n Less via Leal su abuelos l叩stimaall) isa las
des audit elleguilt disons s'il souhait sous sirs vous lucius atoutes pouvait lets pas
il taille glacis Lieu daily qui les jeutaille pas bill Luc jean 辿cumait il taille Lacis just -Zuf辰lligurl zu
peut 辿lus silly mais les mes ishaute quils le aurais sans Les 辿tablis qui
des Louis de belle accueillis sell puss p竪re peut olds sects it's all辿tells peutall asplait suite
Il -12 ) pas cause subit lequel euros le en as d辿taill辿 de till
PILONI balo -2
ispeulit Mais anglais appareils guilt gens ils en anglais glory pile le vous pr竪s
... still que y pais vida Los play qu辿tej坦n Less via Leal su abuelos l叩stimaall) isa las
des audit elleguilt disons s'il souhait sous sirs vous lucius atoutes pouvait lets pas
il taille glacis Lieu daily qui les jeutaille pas bill Luc jean 辿cumait il taille Lacis just-Zuf辰lligurl zu
peut 辿lus silly mais les mes ishaute quils le aurais sans Les 辿tablis qui
des Louis de belle accueillis sell puss p竪re peut olds sects it's all辿tells peutall asplait suite
Il -12 ) pas cause subit lequel euros le en as d辿taill辿 de till
PILONI balo -2
ispeulit Mais anglais appareils guilt gens ils en anglais glory pile le vous pr竪s
... still que y pais vida Los play qu辿tej坦n Less via Leal su abuelos l叩stimaall) isa las
des audit elleguilt disons s'il souhait sous sirs vous lucius atoutes pouvait lets
Algorithm design techniques include:
Brute Force
Greedy Algorithms
Divide-and-Conquer
Dynamic Programming
Reduction / Transform-and-Conquer
Backtracking and Branch-and-Bound
Randomization
Approximation
Recursive Approach
What is an algorithm?
An Algorithm is a procedure to solve a particular problem in a finite number of steps for a finite-sized input.
The algorithms can be classified in various ways. They are:
Implementation Method
Design Method
Design Approaches
Other Classifications
In this article, the different algorithms in each classification method are discussed.
The classification of algorithms is important for several reasons:
Organization: Algorithms can be very complex and by classifying them, it becomes easier to organize, understand, and compare different algorithms.
Problem Solving: Different problems require different algorithms, and by having a classification, it can help identify the best algorithm for a particular problem.
Performance Comparison: By classifying algorithms, it is possible to compare their performance in terms of time and space complexity, making it easier to choose the best algorithm for a particular use case.
Reusability: By classifying algorithms, it becomes easier to re-use existing algorithms for similar problems, thereby reducing development time and improving efficiency.
Research: Classifying algorithms is essential for research and development in computer science, as it helps to identify new algorithms and improve existing ones.
Overall, the classification of algorithms plays a crucial role in computer science and helps to improve the efficiency and effectiveness of solving problems.
Classification by Implementation Method: There are primarily three main categories into which an algorithm can be named in this type of classification. They are:
Recursion or Iteration: A recursive algorithm is an algorithm which calls itself again and again until a base condition is achieved whereas iterative algorithms use loops and/or data structures like stacks, queues to solve any problem. Every recursive solution can be implemented as an iterative solution and vice versa.
Example: The Tower of Hanoi is implemented in a recursive fashion while Stock Span problem is implemented iteratively.
Exact or Approximate: Algorithms that are capable of finding an optimal solution for any problem are known as the exact algorithm. For all those problems, where it is not possible to find the most optimized solution, an approximation algorithm is used. Approximate algorithms are the type of algorithms that find the result as an average outcome of sub outcomes to a problem.
Example: For NP-Hard Problems, approximation algorithms are used. Sorting algorithms are the exact algorithms.
Serial or Parallel or Distributed Algorithms: In serial algorithms, one instruction is executed at a time while parallel algorithms are those in which we divide the problem into subproblems and execute them on different processors.
2. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 2 .PPT
Managers and workers speak
the language of things but
Senior leaders speak the
language of money...
COPQ allows us to translate
the things into money.
3. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 3 .PPT
Cost of Poor Quality
Prevention
Cost of Attaining Quality
Appraisal: Prediction
Audit
Appraisal: Detection
Cost of Poor Quality
Failure: Internal
External
4. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 4 .PPT
Components
Non-Conformance
$
Conformance
$
$
Quality Costs
5. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 5 .PPT
I want my
money
back!
Cost of Quality (COQ)
Prevention Appraisal
Internal
Failure
External
Failure
$
Total Quality Cost
6. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 6 .PPT
COPQ Overview
Definitions
All activities and processes that do not meet agreed
performance and/or expected outcomes
Costs that would disappear if every task were always
performed without deficiency
Actual Cost - Minimum Cost = COPQ
7. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 7 .PPT
Traditional Cost of Poor Quality
(4-5% of Sales)
When quality costs are initially determined, the categories
included are the visible ones as depicted in the iceberg below.
Waste
Testing Costs
Rework
Customer Returns
Inspection Costs
Rejects
Recalls
8. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 8 .PPT
Cost of Poor Quality
As an organization gains a broader definition of poor quality,
the hidden portion of the iceberg becomes apparent.
Late Paperwork High Costs
Pricing or
Billing Errors
Excessive Field
Services Expenses
Incorrectly Completed
Sales Order
Lack of Follow-up
on Current Programs
Excessive
Employee Turnover Planning Delays Excess Inventory
Excessive
System Costs
Overdue Receivables
Complaint
Handling
Unused Capacity
Time with
Dissatisfied Customer
Excessive Overtime
Waste
Testing Costs
Rework
Customer Returns
Inspection Costs
Rejects
Recalls
Development Cost of Failed Product
Hidden COPQ: The
costs incurred to
deal with these
chronic problems
Premium Freight Costs
Customer Allowances
COPQ ranges
from 15-25%
of Sales
9. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 9 .PPT
Sigma
6 sigma
5 sigma
4 sigma
3 sigma
2 sigma
Cost
<10% of sales
10-15% of sales
15-20% of sales
20-30% of sales
30-40% of sales
Quantifying the Potential Benefit
10. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 10 .PPT
The ratio of the individual category costs to total costs
varies widely. Many companies exhibit ratios which look
like the following:
Quality Cost Category Percent of Total
Internal Failure 25 to 40
External Failure 25 to 40
Appraisal 10 to 50
Prevention .05 to 5
What's Wrong With This Picture?
What Does Reality Look Like?
11. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 11 .PPT
Examples of Prevention Expense
Quality Planning
Training and Education
Process Definition
Customer Surveys
Preproduction Reviews
Technical Manuals
Detailed Product
Engineering
Early Approval of Product
Specifications
Purchase Cost Targets
Process Capability
Studies
Preventive Maintenance
Supplier Qualification
Job Descriptions
Housekeeping
Zero-Defect Program
12. All Rights Reserved, Juran Institute, Inc.
Cost of Poor Quality 12 .PPT
Supplier Certification
Employee Surveys
Security Checks
Safety Checks
Reviews:
Operating Expenditures
Product Costs
Financial Reports
Capital Expenditures
Examples of Appraisal Expense
Test
Inspection
Process Controls
Train QA Personnel
Product Audits
Quality Systems Audits
Customer Satisfaction
Surveys and Audits
Prototype Inspection
Accumulating Cost Data
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Cost of Poor Quality 13 .PPT
Supplier Problems
Scrap and rework
Late deliveries
Excess inventory
Equipment Downtime
Accidents, Injuries
Absenteeism
Unused Reports
Missed Schedule Cost
Lost Sales (any cause)
Examples of Internal Failure Costs
Substandard Product
Scrap or Rework
Re-inspection
Redesign/Engineering
Change
Process Modifications
Payroll Errors
All Expediting Costs
Off-Spec/Waiver
Abandoned Programs
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Cost of Poor Quality 14 .PPT
Examples of External Failure Costs
Product Recall
Handling Complaints
Customer Service
Caused by Errors
Products Returned
Analysis of Returns
Evaluation of Field Stock
Late Payments and
Bad Debts
Lawsuits
Reports
Sales and service
Returns and allowances
Failure
Lost Sales Because of Customer Dissatisfaction!
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Cost of Poor Quality 15 .PPT
Non-value Added Work
Common activities that provide no benefit to customers.
Some result from internal or external failure
Some are unnecessary inspection
Examples
Rarely used information systems
Memos never read
Financial reports not used
Irrelevant procedures
Meetings with no objectives or outcomes
Definition
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Cost of Poor Quality 16 .PPT
The Hidden Organization
Theoretical Cycle Time: The back-to-back process time
required for a single unit to complete all stages of a task
without waiting, stopping, or setups.
Product
Step
1
Step
2
Floor Space Floor Space
Floor Space
Value Added
Non-Value Added
Philip R. Thomas, Competitiveness
Through Total Cycle Time. McGraw-Hill
(1990)
The Hidden Factory
Analyze
Fix
Test
Analyze
Fix
Test
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Cost of Poor Quality 17 .PPT
Why Cost of Poor Quality?
Reporting Tool
Comparisons
Trends
Analytical Tool
Priorities
Tradeoffs
Investment Tool
ROI
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Cost of Poor Quality 18 .PPT
Focus of COPQ Efforts
Identify and Quantify Quality Costs
Expose the Hidden Factory
Ongoing Measurement System
Breakthrough Improvement
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Cost of Poor Quality 19 .PPT
Advantages of Using Quality Costs for Management
Advantages
Reducing the cost of poor quality is one of the best ways to
increase a company's profit.
Provides manageable entity and a single overview of quality.
Aligns quality and goals.
Prioritizes problems and provides a means to measure
change/improvement.
Provides a means to correctly distribute controllable quality
cost for maximum profits.
Promotes the effective use of resources.
Provides incentives for doing the job right every time.