{"id":3260,"date":"2012-09-26T07:00:40","date_gmt":"2012-09-26T15:00:40","guid":{"rendered":"http:\/\/www.formtek.com\/blog\/?p=3260"},"modified":"2012-09-26T07:00:40","modified_gmt":"2012-09-26T15:00:40","slug":"data-tools-defining-the-characteristics-of-quality-data","status":"publish","type":"post","link":"https:\/\/formtek.com\/blog\/data-tools-defining-the-characteristics-of-quality-data\/","title":{"rendered":"Data Tools: Defining the Characteristics of Quality Data"},"content":{"rendered":"<p>When can data be considered &#8216;high quality&#8217;? \u00a0<a title=\"Joseph Juran bio\" href=\"http:\/\/en.wikipedia.org\/wiki\/Joseph_M._Juran\" target=\"_blank\">Joseph Juran<\/a>, an early promoter data-quality, <a title=\"Definition of High Data Quality\" href=\"http:\/\/www.information-management.com\/issues\/20040801\/1007211-1.html\" target=\"_blank\">defined <\/a>&#8220;data to be of high quality if it fits the intended uses in operations, decision making and planning.&#8221; \u00a0Data needs to <a title=\"Wikipedia definition of data quality\" href=\"http:\/\/en.wikipedia.org\/wiki\/Data_quality\" target=\"_blank\">consistently and accurately<\/a> represent real world objects to which the data refers.<\/p>\n<p><a title=\"Thomas Redfin bio\" href=\"www.linkedin.com\/in\/tomredman\" target=\"_blank\">Thomas C Redman<\/a>, &#8216;the data doc&#8217; at Navesink Consulting Group, identified the following characteristics of high quality data:<\/p>\n<table border=\"1\">\n<tbody>\n<tr>\n<td>Free of defects<\/td>\n<td>Relevant<\/td>\n<\/tr>\n<tr>\n<td>accessible<\/td>\n<td>comprehensive<\/td>\n<\/tr>\n<tr>\n<td>accurate<\/td>\n<td>easy to read<\/td>\n<\/tr>\n<tr>\n<td>timely<\/td>\n<td>easy to interpret<\/td>\n<\/tr>\n<tr>\n<td>complete<\/td>\n<td>consistent with other sources<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Data quality is becoming increasingly important as the number of big data and business analytics projects grows. \u00a0Data quality also plays an important role in the area of data governance, application modernization projects and master data management.<\/p>\n<p>In the area of data tools, <a title=\"Six area of data quality management tools\" href=\"http:\/\/www.gartner.com\/it-glossary\/data-quality-tools\/\" target=\"_blank\">Gartner identifies six areas<\/a> in which data quality management tools can provide value:<\/p>\n<ul>\n<li>Parsing and standardization<\/li>\n<li>Generalized cleansing<\/li>\n<li>Matching<\/li>\n<li>Profiling<\/li>\n<li>Monitoring<\/li>\n<li>Enrichment<\/li>\n<\/ul>\n<p>A <a title=\"Data Quality Tool report by Gartner\" href=\"http:\/\/www.gartner.com\/id=2111217\" target=\"_blank\">recent report by Gartner<\/a> on vendors in the Data Quality Management (DQM) tools sector found that Business Objects&#8217; Firstlogic, DataFlux, IBM and Trillium are the market leaders.<\/p>\n<div class=\"lightsocial_container\"><div class=\"lightsocial_element\"><a class=\"lightsocial_a\" 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