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Applied Data Analysis For Process Improvement
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Book Synopsis Applied Data Analysis for Process Improvement by : James L. Lamprecht
Download or read book Applied Data Analysis for Process Improvement written by James L. Lamprecht and published by Quality Press. This book was released on 2004-12-08 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: At last, a book that offers the reader a practical approach to process improvement using examples of common problems faced by data analysts! Author James L. Lamprecht, an experienced, widely published statistician, Master Black Belt, teacher, and consultant, has succeeded in combining examples that guide the reader through data analysis, Six Sigma project definition, conducting experiments, graphical analysis, and errors to avoid, all in one concise text. Unlike other books on data analysis, Lamprecht steers clear of classic, or “perfect” examples, preferring instead to address the everyday issues that data analysts confront, and explain the value certain data does and does not offer. The book includes numerous graphs that illustrate ways to intuitively analyze data. Data analysis techniques are presented first, then the author introduces Six Sigma concepts and integrates the two disciplines in a concluding chapter.!--nl--This book is ideal for Certified Six Sigma Black Belts as well as those who are uncertified, but would like to understand how data can be analyzed. Even those who rely on sophisticated statistical software to conduct their Six Sigma analysis will benefit from this insightful yet easy-to-use book by developing a true understanding of statistics and a better understanding of the results they are receiving. Numerous examples illustrate how various techniques are applied. Each example is reviewed from the perspective of what was not said in the example; in other words, the very information you will be faced with when you conduct your own analysis. Titles of some sections in the book include the words "optional" or "advanced." These sections cover more advanced but nonetheless useful topics, but skipping these sections will not affect the overall flow of the various subjects presented.
Book Synopsis Applied Data Analysis for Process Improvement by : James L. Lamprecht
Download or read book Applied Data Analysis for Process Improvement written by James L. Lamprecht and published by Asq Press. This book was released on 2005-01-01 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the rise of Six Sigma, the use of statistics to analyze and improve processes has once again regained a prominent place in businesses around the world. an increasing number of employees and managers, bestowed with the titles Green Belt, Black Belt, or even Master Black Belts, are asked to apply statistical techniques to analyze and resolve industrial and non-industrial (also known as transactional) problems. These individuals are continuously faced with the daunting task of sorting out the vast array of sophisticated techniques placed at their disposal by an equally impressive array of statistical computer software packages. This book is intended for the ever-growing number of certified Black Belts as well as uncertified others that would like to understand how data can be analyzed. Many courses, including Six Sigma Black Belt courses, do a good job introducing participants to a vast array of sophisticated statistical techniques in as little as ten days, leaning heavily on statistical software packages. Although it is true that one can simplify statistical principles, learning how to interpret results produced by any statistical software requires the understanding of statistics that this book concisely provides.
Book Synopsis APPLIED STATISTICAL QUALITY CONTROL AND IMPROVEMENT by : K. KRISHNAIAH
Download or read book APPLIED STATISTICAL QUALITY CONTROL AND IMPROVEMENT written by K. KRISHNAIAH and published by PHI Learning Pvt. Ltd.. This book was released on 2014-05-12 with total page 499 pages. Available in PDF, EPUB and Kindle. Book excerpt: Primarily intended for the undergraduate students of industrial, production, mechanical and manufacturing engineering, and postgraduate students of industrial, quality engineering and management and industrial engineering and management, this book fills the gap between theory and practice of tools and techniques of quality control and quality improvement. In this book, the principles and concepts are presented clearly and logically with necessary numerical illustrations to reinforce the understanding of the subject matter. The book is organized in two parts. Part I deals with statistical quality control. It starts with the fundamentals of statistics and quality followed by elaborate discussion on statistical process control, process and gauge capability studies with emphasis on their practical application. It also covers detailed discussion on the various types of control charts used to monitor and control quality of processes and products. It includes acceptance sampling inspection procedures and standard sampling systems. Part II deals with quality improvement techniques/methods. It is a data driven approach that discusses the application of Design of Experiments and Taguchi Methods for improving quality of processes and products. A comprehensive discussion on total quality management is also presented. KEY FEATURES • Provides a well structured procedure for the application of all the tools and techniques. • Includes Shainin DOE tools widely used in Six sigma projects. • Demonstrates the application of quality improvement techniques through real life case studies.
Book Synopsis Process Quality Control by : Ellis R. Ott
Download or read book Process Quality Control written by Ellis R. Ott and published by Quality Press. This book was released on 2005-02-08 with total page 673 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ellis Ott taught generations of quality practitioners to be explorers of the truth through the collection and graphical portrayal of data. From a simple plea to "plot the data" to devising a graphical analytical tool called the analysis of means (ANOM), Ott demonstrated that process knowledge is to be gained by seeking the information contained within the data.In this newest version of Ott's classic text, the authors have strived to continue down the path that he created for others to follow. Additions to this revised edition include: the use of dot plots as an alternative to histograms; digidot plots; adding events to charts; emphasis on the role that acceptance control charts play in controlling risks and the computation of average run length (ARL); a new chapter devoted to process capability, process performance, and process improvement, including the use of confidence intervals for process capability metrics; narrow-limit gauging as another means of assessing the capability of a process; Six Sigma methodology; design resolution; scatter plot matrices as applied to datasets of higher dimensions; and a new chapter on measurement studies.
Book Synopsis The Certified Six Sigma Master Black Belt Handbook by : T.M. Kubiak
Download or read book The Certified Six Sigma Master Black Belt Handbook written by T.M. Kubiak and published by Quality Press. This book was released on 2012-11-19 with total page 727 pages. Available in PDF, EPUB and Kindle. Book excerpt: Organizations are continuously trying to improve by reducing cost, increasing customer satisfaction, and creating an environment of empowered employees who continuously strive for excellence in each process and product. In much the same way, governments are continuously required to do “more with less,” enhance budget and organizational performance, and identify innovative ways to increase their impact. There are challenges to applying the Lean-Six Sigma (LSS) tools in the public sector. Examples of these challenges include hierarchical environments, a lack of common goals, and the complexity of working in the public sector. The information included as part of this book provides over 30 spotlights highlighting project examples, lessons learned, and tips and tricks for using LSS in the public sector. These spotlights are based on interviews facilitated with a robust sampling of senior operations strategy practitioners. The LSS methodology focuses on eliminating waste (lean) and then reducing variation (Six Sigma) in a process or product that contains no waste. The information covered in this book will allow someone to have an immediate impact in any public sector organization. It describes some of the most powerful continuous process improvement tools that can be used, with limited training required. This is further enhanced by showing direct correlations to the LSS tools and the challenges that will be faced. Because the public sector spans such a diverse range of organizational charters (such as transportation, education, and defense), this book does not focus solely on either manufacturing or services. Rather, it provides a balanced approach to utilizing LSS in all environments.
Book Synopsis The ASQ Certified Six Sigma Black Belt Handbook by : Mary McShane-Vaughn
Download or read book The ASQ Certified Six Sigma Black Belt Handbook written by Mary McShane-Vaughn and published by Quality Press. This book was released on 2023-01-11 with total page 1010 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fully updated to reflect the 2022 ASQ Certified Six Sigma Black Belt (CSSBB) Body of Knowledge (BoK), The ASQ Certified Six Sigma Black Belt Handbook, Fourth Edition is ideal for candidates studying for the CSSBB examination. This comprehensive reference focuses on the core areas of organization-wide planning and deployment, team management, and each of the DMAIC project phases. The fourth edition of this handbook offers thorough explanations of statistical concepts in a straightforward way. It also reflects the latest technology and applications of Six Sigma and lean tools. Updates you will find in the fourth edition include: • New topics and tools, such as return on investment calculations, the roles of coaching and finance in projects, process-decision program charts, interrelationship digraphs, A3 analysis, maturity models, key behavior indicators, and audit MSA • A new chapter on risk analysis and management • Revamped statistics sections • New tables, figures, and examples to help illustrate key points The ASQ Certified Six Sigma Black Belt Handbook, Fourth Edition is also a valuable addition to any quality practitioner’s library.
Book Synopsis Data Science Applied to Sustainability Analysis by : Jennifer Dunn
Download or read book Data Science Applied to Sustainability Analysis written by Jennifer Dunn and published by Elsevier. This book was released on 2021-05-11 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Science Applied to Sustainability Analysis focuses on the methodological considerations associated with applying this tool in analysis techniques such as lifecycle assessment and materials flow analysis. As sustainability analysts need examples of applications of big data techniques that are defensible and practical in sustainability analyses and that yield actionable results that can inform policy development, corporate supply chain management strategy, or non-governmental organization positions, this book helps answer underlying questions. In addition, it addresses the need of data science experts looking for routes to apply their skills and knowledge to domain areas. - Presents data sources that are available for application in sustainability analyses, such as market information, environmental monitoring data, social media data and satellite imagery - Includes considerations sustainability analysts must evaluate when applying big data - Features case studies illustrating the application of data science in sustainability analyses
Book Synopsis Statistical Engineering by : Stefan H. Steiner
Download or read book Statistical Engineering written by Stefan H. Steiner and published by Quality Press. This book was released on 2005-01-02 with total page 717 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reducing the variation in process outputs is a key part of process improvement. For mass produced components and assemblies, reducing variation can simultaneously reduce overall cost, improve function and increase customer satisfaction with the product. The authors have structured this book around an algorithm for reducing process variation that they call "Statistical Engineering." The algorithm is designed to solve chronic problems on existing high to medium volume manufacturing and assembly processes. The fundamental basis for the algorithm is the belief that we will discover cost effective changes to the process that will reduce variation if we increase our knowledge of how and why a process behaves as it does. A key way to increase process knowledge is to learn empirically, that is, to learn by observation and experimentation. The authors discuss in detail a framework for planning and analyzing empirical investigations, known by its acronym QPDAC (Question, Plan, Data, Analysis, Conclusion). They classify all effective ways to reduce variation into seven approaches. A unique aspect of the algorithm forces early consideration of the feasibility of each of the approaches. Also includes case studies, chapter exercises, chapter supplements, and six appendices. PRAISE FOR Statistical Engineering "I found this book uniquely refreshing. Don't let the title fool you. The methods described in this book are statistically sound but require very little statistics. If you have ever wanted to solve a problem with statistical certainty (without being a statistician) then this book is for you. - A reader in Dayton, OH "This is the most comprehensive treatment of variation reduction methods and insights I’ve ever seen."- Gary M. Hazard Tellabs "Throughout the text emphasis has been placed on teamwork, fixing the obvious before jumping to advanced studies, and cost of implementation. All this makes the manuscript !attractive for real-life application of complex techniques." - Guru Chadhabr Comcast IP Services COMMENTS FROM OTHER CUSTOMERS Average Customer Rating (5 of 5 based on 1 review) "This is NOT a typical book on statistical tools. It is a strategy book on how to search for cost-effective changes to reduce variation using empirical means (i.e. observation and experiment). The uniqueness of this book: Summarizes the seven ways to reduce variation so we know the goal of the data gathering and analysis, present analysis results using graphs instead of P-value, and integrates Taguchi, Shainin methods, and classical statistical approach. It is a must read for those who are in the business of reducing variation using data, in particular for the Six Sigma Black Belts and Master Black Belts. Don't forget to read the solutions to exercises and supplementary materials to each chapter on the enclosed CD-ROM." - A. Wong, Canada
Book Synopsis Customer and Business Analytics by : Daniel S. Putler
Download or read book Customer and Business Analytics written by Daniel S. Putler and published by CRC Press. This book was released on 2012-05-07 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: Customer and Business Analytics: Applied Data Mining for Business Decision Making Using R explains and demonstrates, via the accompanying open-source software, how advanced analytical tools can address various business problems. It also gives insight into some of the challenges faced when deploying these tools. Extensively classroom-tested, the tex
Book Synopsis The Desk Reference of Statistical Quality Methods by : Mark L. Crossley
Download or read book The Desk Reference of Statistical Quality Methods written by Mark L. Crossley and published by Quality Press. This book was released on 2007-07-18 with total page 561 pages. Available in PDF, EPUB and Kindle. Book excerpt: Arranged in alphabetical order for quick reference, this book provides the quality practitioner with a single resource that illustrates, in a practical manner, how to execute specific statistical methods frequently used in the quality sciences. Each method is presented in a stand-alone fashion and includes computational steps, application comments, and a fully illustrated brief presentation on how to use the tool or technique. A plethora of topics have been arranged in alphabetical order, ranging from acceptance sampling control charts to zone format control charts. This reference is accessible for the average quality practitioner who will need a minimal prior understanding of the techniques discussed to benefit from them. Each topic is presented in a standalone fashion with, in most cases, several examples detailing computational steps and application comments. This second edition includes new sections on advanced SPC applications, reliability applications, and Simplex Optimization. There are expansions in the sections on process capability analysis, hypothesis testing, and design of experiments.
Book Synopsis The Certified Six Sigma Black Belt Handbook by : T.M. Kubiak
Download or read book The Certified Six Sigma Black Belt Handbook written by T.M. Kubiak and published by Quality Press. This book was released on 2016-12-16 with total page 949 pages. Available in PDF, EPUB and Kindle. Book excerpt: The best Six Sigma black belt handbook has been fully revised, updated, and expanded! This third edition has been updated to reflect the most recent ASQ a href="https://asq.org/cert/six-sigma-black-belt"Six Sigma Black Belt, Body of Knowledge (BOK), released in 2015. Among the many additions are: more exercises, particularly to address the more difficult concepts; new tables and figures to clarify concepts; new content between the DMAIC parts of the book (that is, Parts IV, VII) to help smooth the transition between phases and to better relate the underlying concepts of the DMAIC methodology; and more content that ensures that the black belt is fully trained in concepts taught to the green belt. The primary audience for this work is the individual who plans to prepare to sit for the Six Sigma black belt certification examination. A secondary audience for the handbook is the quality and Six Sigma professional who would like a relevant Six Sigma reference book. The accompanying CD contains 180 supplementary problems covering each chapter and a 150-question simulated exam that has problems distributed among chapters per the scheme published in the BOK. New to this edition, the problems are now fully worked so that readers can more readily follow the problem-solving process.
Book Synopsis Applied Data Analysis and Modeling for Energy Engineers and Scientists by : T. Agami Reddy
Download or read book Applied Data Analysis and Modeling for Energy Engineers and Scientists written by T. Agami Reddy and published by Springer Nature. This book was released on 2023-10-18 with total page 622 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now in a thoroughly revised and expanded second edition, this classroom-tested text demonstrates and illustrates how to apply concepts and methods learned in disparate courses such as mathematical modeling, probability, statistics, experimental design, regression, optimization, parameter estimation, inverse modeling, risk analysis, decision-making, and sustainability assessment methods to energy processes and systems. It provides a formal structure that offers a broad and integrative perspective to enhance knowledge, skills, and confidence to work in applied data analysis and modeling problems. This new edition also reflects recent trends and advances in statistical modeling as applied to energy and building processes and systems. It includes numerous examples from recently published technical papers to nurture and stimulate a more research-focused mindset. How the traditional stochastic data modeling approaches are complemented by data analytic algorithmic models such as machine learning and data mining are also discussed. The important societal issues related to the sustainability of energy systems are presented, and a formal structure is proposed meant to classify the various assessment methods found in the literature. Applied Data Analysis and Modeling for Energy Engineers and Scientists is designed for senior-level undergraduate and graduate instruction in energy engineering and mathematical modeling, for continuing education professional courses, and as a self-study reference book for working professionals. In order for readers to have exposure and proficiency with performing hands-on analysis, the open-source Python and R programming languages have been adopted in the form of Jupyter notebooks and R markdown files, and numerous data sets and sample computer code reflective of real-world problems are available online.
Book Synopsis Six Sigma for the Next Millenium by : Kim H. Pries
Download or read book Six Sigma for the Next Millenium written by Kim H. Pries and published by Quality Press. This book was released on 2006-02-01 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book follows the ASQ Certified Six Sigma Black Belt (CSSBB) Body of Knowledge exactly and is designed to walk the reader through at a medium-level of detail. Organization of the material is completely straightforward— broken down into "bite-size" chunks with the student in mind. While a plethora of books claim some relation to Six Sigma, unfortunately very few of them support the body of knowledge explicitly.The author supplies the Black Belt candidate with enough information to pursue the CSSBB examination aggressively, with the material in the book and also the ancillary works referenced. At the end of each chapter are one or two titles for further reading, works that the author owns personally and uses for both work and formal examination study.The book can serve as an intense, high-speed tutorial for the CSSBB examination, a reference for the working Black Belt, or a resource to find further reading. Trainers could use it in their Black Belt certification preparation classes.
Book Synopsis Applied Data-Centric Social Sciences by : Aki-Hiro Sato
Download or read book Applied Data-Centric Social Sciences written by Aki-Hiro Sato and published by Springer. This book was released on 2014-07-29 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applied data-centric social sciences aim to develop both methodology and practical applications of various fields of social sciences and businesses with rich data. Specifically, in the social sciences, a vast amount of data on human activities may be useful for understanding collective human nature. In this book, the author introduces several mathematical techniques for handling a huge volume of data and analysing collective human behaviour. The book is constructed from data-oriented investigation, with mathematical methods and expressions used for dealing with data for several specific problems. The fundamental philosophy underlying the book is that both mathematical and physical concepts are determined by the purposes of data analysis. This philosophy is shown throughout exemplar studies of several fields in socio-economic systems. From a data-centric point of view, the author proposes a concept that may change people’s minds and cause them to start thinking from the basis of data. Several goals underlie the chapters of the book. The first is to describe mathematical and statistical methods for data analysis, and toward that end the author delineates methods with actual data in each chapter. The second is to find a cyber-physical link between data and data-generating mechanisms, as data are always provided by some kind of data-generating process in the real world. The third goal is to provide an impetus for the concepts and methodology set forth in this book to be applied to socio-economic systems.
Book Synopsis Business Strategies for Electrical Infrastructure Engineering: Capital Project Implementation by : Wilson, Reginald
Download or read book Business Strategies for Electrical Infrastructure Engineering: Capital Project Implementation written by Wilson, Reginald and published by IGI Global. This book was released on 2013-01-31 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the principles of business strategies in mind, the analysis of cost containment plans, project risk evaluation, and the wide-range of quality planning techniques is essential for the integration of renewable generation and capital-intense endeavors in the current electrical infrastructure. Business Strategies for Electrical Infrastructure Engineering: Capital Project Implementation brings together research on informed-decision making within the strategic planning sphere of system integration. By highlighting social responsibility and environmental issues, this book is essential for technologically-literate executives, engineers, application analysts and many more interested in high-impact process evaluation.
Book Synopsis Transactional Six Sigma for Green Belts by : Samuel E. Windsor
Download or read book Transactional Six Sigma for Green Belts written by Samuel E. Windsor and published by Quality Press. This book was released on 2006-02-01 with total page 169 pages. Available in PDF, EPUB and Kindle. Book excerpt: Though originally introduced by the manufacturing sector, Six Sigma is rapidly gaining the attention of many companies in the service sector. From employees of health insurance providers and credit card companies to uniform service providers, this book will give them a better understanding of the flow of the Six Sigma process and what tools to use when, as well as the proper way to use each tool. Author Sam Windsor looks specifically at the tools that the Six Sigma green belt is expected to use, explains the purpose of each, and provides examples that are designed to provoke thoughts for possible application.Readers will also learn about process measures, measuring process capability, relating inputs to outputs, optimizing processes, and holding gains. Included in the appendices are a real case study of a Six Sigma project undertaken to reduce employee turnover, a brief guide to using Minitab and Excel for data analysis, a null hypothesis table, and a glossary.
Book Synopsis Applied Statistical Decision Theory by : Howard Raiffa
Download or read book Applied Statistical Decision Theory written by Howard Raiffa and published by John Wiley & Sons. This book was released on 2000-06-02 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: Das definitive Buch zur Anwendung der Bayes-Statistik auf wirtschaftliche Probleme in der Praxis, bei denen es um Entscheidungen mit unsicheren Randbedingungen geht! Der Aktionsplan als Ziel der Analyse soll sowohl den Prioritäten Rechnung tragen, die der Entscheidungsfinder bei den Folgen setzt, als auch unbekannte Faktoren in Form von Wahrscheinlichkeiten enthalten. - Jetzt als preiswerte Paperback-Ausgabe! (08/00)
