The PARETO Procedure - Sas Institute · PDF file Pareto charts provide a tool for visualizing...

Click here to load reader

  • date post

    05-Jul-2020
  • Category

    Documents

  • view

    4
  • download

    0

Embed Size (px)

Transcript of The PARETO Procedure - Sas Institute · PDF file Pareto charts provide a tool for visualizing...

  • SAS/QC® 14.1 User’s Guide The PARETO Procedure

  • This document is an individual chapter from SAS/QC® 14.1 User’s Guide.

    The correct bibliographic citation for this manual is as follows: SAS Institute Inc. 2015. SAS/QC® 14.1 User’s Guide. Cary, NC: SAS Institute Inc.

    SAS/QC® 14.1 User’s Guide

    Copyright © 2015, SAS Institute Inc., Cary, NC, USA

    All Rights Reserved. Produced in the United States of America.

    For a hard-copy book: No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form or by any means, electronic, mechanical, photocopying, or otherwise, without the prior written permission of the publisher, SAS Institute Inc.

    For a web download or e-book: Your use of this publication shall be governed by the terms established by the vendor at the time you acquire this publication.

    The scanning, uploading, and distribution of this book via the Internet or any other means without the permission of the publisher is illegal and punishable by law. Please purchase only authorized electronic editions and do not participate in or encourage electronic piracy of copyrighted materials. Your support of others’ rights is appreciated.

    U.S. Government License Rights; Restricted Rights: The Software and its documentation is commercial computer software developed at private expense and is provided with RESTRICTED RIGHTS to the United States Government. Use, duplication, or disclosure of the Software by the United States Government is subject to the license terms of this Agreement pursuant to, as applicable, FAR 12.212, DFAR 227.7202-1(a), DFAR 227.7202-3(a), and DFAR 227.7202-4, and, to the extent required under U.S. federal law, the minimum restricted rights as set out in FAR 52.227-19 (DEC 2007). If FAR 52.227-19 is applicable, this provision serves as notice under clause (c) thereof and no other notice is required to be affixed to the Software or documentation. The Government’s rights in Software and documentation shall be only those set forth in this Agreement.

    SAS Institute Inc., SAS Campus Drive, Cary, NC 27513-2414

    July 2015

    SAS® and all other SAS Institute Inc. product or service names are registered trademarks or trademarks of SAS Institute Inc. in the USA and other countries. ® indicates USA registration.

    Other brand and product names are trademarks of their respective companies.

  • Chapter 15

    The PARETO Procedure

    Contents Overview: PARETO Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1062 Getting Started: PARETO Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1063

    Creating a Pareto Chart from Raw Data . . . . . . . . . . . . . . . . . . . . . . . . . 1063 Creating a Pareto Chart from Frequency Data . . . . . . . . . . . . . . . . . . . . . . 1067 Restricting the Number of Pareto Categories . . . . . . . . . . . . . . . . . . . . . . 1068 Displaying Summary Statistics on a Pareto Chart . . . . . . . . . . . . . . . . . . . . 1071

    Syntax: PARETO Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1072 PROC PARETO Statement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1073 BY Statement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1074 HBAR Statement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1075 INSET Statement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1079 VBAR Statement . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1084 Dictionary of HBAR and VBAR Statement Options . . . . . . . . . . . . . . . . . . 1089

    Details: PARETO Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1111 Terminology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1111 Labels for Chart Features . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1113 Scaling the Cumulative Percentage Curve . . . . . . . . . . . . . . . . . . . . . . . . 1114 Positioning Insets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1114 Creating Output Data Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1119 ODS Graphics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1120 Constructing Effective Pareto Charts . . . . . . . . . . . . . . . . . . . . . . . . . . 1121 Missing Values . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1122 Role of Variable Formats . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1122 Large Data Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1122

    Examples: PARETO Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1123 Example 15.1: Creating Before-and-After Pareto Charts . . . . . . . . . . . . . . . . 1123 Example 15.2: Creating Two-Way Comparative Pareto Charts . . . . . . . . . . . . . 1127 Example 15.3: Highlighting the “Vital Few” . . . . . . . . . . . . . . . . . . . . . . 1134 Example 15.4: Highlighting Combinations of Categories . . . . . . . . . . . . . . . . 1135 Example 15.5: Highlighting Combinations of Cells . . . . . . . . . . . . . . . . . . . 1137 Example 15.6: Ordering Rows and Columns in a Comparative Pareto Chart . . . . . . 1140 Example 15.7: Merging Columns in a Comparative Pareto Chart . . . . . . . . . . . . 1143 Example 15.8: Creating Weighted Pareto Charts . . . . . . . . . . . . . . . . . . . . 1145 Example 15.9: Creating Alternative Pareto Charts . . . . . . . . . . . . . . . . . . . 1147 Example 15.10: Customizing Inset Labels and Formatting Values . . . . . . . . . . . 1150 Example 15.11: Specifying Inset Headers and Positions . . . . . . . . . . . . . . . . 1152

  • 1062 F Chapter 15: The PARETO Procedure

    Example 15.12: Managing a Large Number of Categories . . . . . . . . . . . . . . . 1153 References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1161

    Overview: PARETO Procedure The PARETO procedure creates Pareto charts, which display the relative frequencies of quality-related problems in a process or operation. The frequencies are represented by bars that are ordered in decreasing magnitude. Thus, you can use a Pareto chart to decide which subset of problems you should solve first or which problem areas deserve the most attention.

    Pareto charts provide a tool for visualizing the Pareto principle,1 which states that a small subset of problems tend to occur much more frequently than the remaining problems. In Japanese industry, the Pareto chart is one of the “seven basic QC tools” that are heavily used by workers and engineers. Ishikawa (1976) discusses how to construct and interpret a Pareto chart. Examples of Pareto charts are also given by Kume (1985) and Wadsworth, Stephens, and Godfrey (1986).

    You can use the PARETO procedure to do the following:

    � construct Pareto charts from unsorted raw data (for example, a set of quality problems that have not been classified into categories) or from a set of distinct categories and corresponding frequencies

    � construct Pareto charts that are based on the percentage of occurrence of each problem, the frequency (number of occurrences), or a weighted frequency (such as frequency that is weighted by the cost of each problem)

    � add a curve that indicates the cumulative percentage across categories

    � construct side-by-side Pareto charts or stacked Pareto charts

    � construct comparative Pareto charts, which enable you to compare the Pareto frequencies across the levels of one or two classification variables. For example, you can compare the frequencies of problems that occur on three different machines for five consecutive days.

    � highlight the “vital few” and the “useful many”2 categories by using different colors for bars that correspond to the n most frequently occurring categories or the m least frequently occurring categories.

    � restrict the number of categories that are displayed to the n most frequently occurring categories

    � create charts whose bars are oriented vertically or horizontally

    � highlight special categories by using different colors for specific bars

    � display sample sizes and other statistics on Pareto charts

    � label the bars with their frequency values

    1Both the chart and the principle are named after Vilfredo Pareto (1848–1923), an Italian economist and sociologist. His first work, Cours d’Économie Politique (1895–1897), applied what is now termed the Pareto distribution to the study of income size.

    2Juran originally referred to these categories as the “trivial many”; however, because all problems merit attention, the term “useful many” is preferred (Burr 1990).

  • Getting Started: PARETO Procedure F 1063

    � create charts as ODS Graphics output or as traditional graphics

    � annotate traditional graphics charts

    � save traditional graphics output in a graphics catalog for subsequent replay

    � save information that is associated with the categories (such as the frequencies) in an output data set

    � create variations on traditional Pareto charts, as described by Wilkinson (2006)

    A Pareto chart has three axes, whose display depends on whether the Pareto chart is a traditional vertical Pareto or a horizontal bar chart. A horizontal bar chart that is produced by the PARETO procedure is essentially a vertical Pareto chart that is rotated 90 degrees clockwise. Table 15.1 shows how the three axes are displayed on the two types of Pa