{"id":48994,"date":"2023-03-08T02:39:32","date_gmt":"2023-03-08T07:39:32","guid":{"rendered":"https:\/\/simfoni.com\/?p=48994"},"modified":"2023-03-13T09:02:41","modified_gmt":"2023-03-13T14:02:41","slug":"3-ways-to-ensure-high-quality-spend-data","status":"publish","type":"post","link":"https:\/\/simfoni.com\/spend-management\/3-ways-to-ensure-high-quality-spend-data\/","title":{"rendered":"3 Ways to Ensure High Quality Spend Data"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"48994\" class=\"elementor elementor-48994\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b0b887a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"7073\" data-id=\"b0b887a\" data-element_type=\"section\" data-e-type=\"section\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-551b4ee\" data-eae-slider=\"79410\" data-id=\"551b4ee\" data-element_type=\"column\" data-e-type=\"column\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9bb72ef elementor-widget elementor-widget-text-editor\" data-id=\"9bb72ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW10004287 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW10004287 BCX0\">High-quality <\/span><strong><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW10004287 BCX0\">spend<\/span><\/strong><span class=\"NormalTextRun SCXW10004287 BCX0\"><strong> data<\/strong> is essential for any business looking to <\/span><span class=\"NormalTextRun SCXW10004287 BCX0\">optimize<\/span><span class=\"NormalTextRun SCXW10004287 BCX0\"> its <a href=\"https:\/\/simfoni.com\/procurement\/\" target=\"_blank\" rel=\"noopener\">procurement processes<\/a>. However, achieving this can be challenging<\/span><span class=\"NormalTextRun SCXW10004287 BCX0\">. <\/span><span class=\"NormalTextRun SCXW10004287 BCX0\"><a href=\"https:\/\/simfoni.com\/procurement\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Procurement\" target=\"_blank\" rel=\"noopener\">Procurement<\/a> data, and <\/span><span class=\"NormalTextRun SCXW10004287 BCX0\">in particular indirect<\/span><span class=\"NormalTextRun SCXW10004287 BCX0\">, or &lsquo;<a href=\"https:\/\/simfoni.com\/tail-spend-management-guide\/\" target=\"_blank\" rel=\"noopener\"><span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\">tail spend<\/span><\/a><\/span><span class=\"NormalTextRun SCXW10004287 BCX0\">,&rsquo;<\/span><span class=\"NormalTextRun SCXW10004287 BCX0\"> can be difficult to manage. If left unchecked, thi<\/span><span class=\"NormalTextRun SCXW10004287 BCX0\">s<\/span><span class=\"NormalTextRun SCXW10004287 BCX0\"> can lead to inaccuracies in reporting and missed <a href=\"https:\/\/simfoni.com\/cost-reduction\/\" target=\"_blank\" rel=\"noopener\">cost-saving<\/a> opportunities.<\/span><\/span><span class=\"EOP SCXW10004287 BCX0\" data-ccp-props='{\"201341983\":0,\"335559739\":160,\"335559740\":259}'>&nbsp;<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-db7806e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"34621\" data-id=\"db7806e\" data-element_type=\"section\" data-e-type=\"section\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-744151f\" data-eae-slider=\"99073\" data-id=\"744151f\" data-element_type=\"column\" data-e-type=\"column\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4adc296 elementor-widget elementor-widget-heading\" data-id=\"4adc296\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Here are three ways you can ensure high-quality spend data: <\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-3e88233 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"88897\" data-id=\"3e88233\" data-element_type=\"section\" data-e-type=\"section\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-111f533\" data-eae-slider=\"25858\" data-id=\"111f533\" data-element_type=\"column\" data-e-type=\"column\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-89f6478 elementor-widget elementor-widget-heading\" data-id=\"89f6478\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Standardization and Classification:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5249aff elementor-widget elementor-widget-text-editor\" data-id=\"5249aff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW241397995 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241397995 BCX0\">The first step to ensuring high-quality data is to standardize and classify the data using a common language, format, and category system. This will make it easier to compare and analyze data across <\/span><span class=\"NormalTextRun SCXW241397995 BCX0\">various sources<\/span><span class=\"NormalTextRun SCXW241397995 BCX0\"> and <\/span><span class=\"NormalTextRun SCXW241397995 BCX0\">identify<\/span><span class=\"NormalTextRun SCXW241397995 BCX0\"> any discrepancies or inconsistencies. Standardizing taxonomy and clearly defining your terms will help reduce errors and discrepancies in reporting, which can lead to inaccurate insights and decisions being made based on imperfect data<\/span><span class=\"NormalTextRun SCXW241397995 BCX0\">.<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89dba34 elementor-widget elementor-widget-heading\" data-id=\"89dba34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Data Cleansing and Validation:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9c2da4 elementor-widget elementor-widget-text-editor\" data-id=\"e9c2da4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"NormalTextRun SCXW121429142 BCX0\">Once the data has been standardized and classified, the next step is to cleanse and <\/span><span class=\"NormalTextRun SCXW121429142 BCX0\">validate<\/span><span class=\"NormalTextRun SCXW121429142 BCX0\"> the data. This involves removing any duplicates, correcting any errors or inconsistencies, and ensuring that the data is complete and <\/span><span class=\"NormalTextRun SCXW121429142 BCX0\">accurate<\/span><span class=\"NormalTextRun SCXW121429142 BCX0\">. Data validation checks can also be used to verify the accuracy of the data and <\/span><span class=\"NormalTextRun SCXW121429142 BCX0\">identify<\/span><span class=\"NormalTextRun SCXW121429142 BCX0\"> any anomalies or outliers. Data cleansing and enrichment tools can also be used to improve the accuracy and completeness of data. To streamline this process, consider investing in an AI-powered <a href=\"https:\/\/simfoni.com\/spend-management-101\/\" target=\"_blank\" rel=\"noopener\"><strong><span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\">spend management<\/span><\/strong><\/a> solution that can automate this process while <\/span><span class=\"NormalTextRun SCXW121429142 BCX0\">providing<\/span><span class=\"NormalTextRun SCXW121429142 BCX0\"> real-time visibility and analytics to pinpoint any issues or areas for improvement.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45bd7e9 elementor-widget elementor-widget-text-editor\" data-id=\"45bd7e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #ff6600;\"><strong>Read More:-<\/strong><\/span> <strong><a href=\"https:\/\/simfoni.com\/procurement-strategy\/5-ways-to-improve-supply-chain-management-strategy-in-2023\/\" target=\"_blank\" rel=\"noopener\">5 Ways to Improve Your Supply Chain Management Strategy in 2023<\/a><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-66b21d7\" data-eae-slider=\"37110\" data-id=\"66b21d7\" data-element_type=\"column\" data-e-type=\"column\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1ada380 elementor-widget elementor-widget-text-editor\" data-id=\"1ada380\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<iframe src=\"https:\/\/simfoni.com\/web-stories\/3-ways-to-ensure-high-quality-spend-data\/\" width=\"auto\" height=\"550px\"><\/iframe>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b9c26da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"71319\" data-id=\"b9c26da\" data-element_type=\"section\" data-e-type=\"section\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10d6e50\" data-eae-slider=\"63394\" data-id=\"10d6e50\" data-element_type=\"column\" data-e-type=\"column\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d1d376f elementor-widget elementor-widget-heading\" data-id=\"d1d376f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Data Governance and Management:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4440ad0 elementor-widget elementor-widget-text-editor\" data-id=\"4440ad0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"NormalTextRun SCXW118623469 BCX0\">It is important to <\/span><span class=\"NormalTextRun SCXW118623469 BCX0\">establish<\/span><span class=\"NormalTextRun SCXW118623469 BCX0\"> effective data governance and management processes. This includes <\/span><span class=\"NormalTextRun SCXW118623469 BCX0\">establishing<\/span><span class=\"NormalTextRun SCXW118623469 BCX0\"> clear data ownership and accountability, implementing data quality controls, and regularly <\/span><span class=\"NormalTextRun SCXW118623469 BCX0\">monitoring<\/span><span class=\"NormalTextRun SCXW118623469 BCX0\"> and reviewing the data to <\/span><span class=\"NormalTextRun SCXW118623469 BCX0\">identify<\/span><span class=\"NormalTextRun SCXW118623469 BCX0\"> any issues or opportunities for improvement. Data governance and management processes should also include procedures for data storage, backup, and security to ensure that the data is protected and accessible when needed. Data governance practices can help ensure that <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW118623469 BCX0\">spend<\/span><span class=\"NormalTextRun SCXW118623469 BCX0\"> data is standardized, consistent, and <\/span><span class=\"NormalTextRun SCXW118623469 BCX0\">accurate<\/span><span class=\"NormalTextRun SCXW118623469 BCX0\"> across the organization. Set data quality standards, <\/span><span class=\"NormalTextRun SCXW118623469 BCX0\">establish<\/span><span class=\"NormalTextRun SCXW118623469 BCX0\"> data ownership and accountability, and implement policies and procedures for data collection, storage, and use.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4f59db elementor-widget elementor-widget-text-editor\" data-id=\"e4f59db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #ff6600;\"><strong>Read More:-<\/strong><\/span>&nbsp; <strong>&nbsp;<span style=\"color: #008080;\">Guideo to <a style=\"color: #008080;\" href=\"https:\/\/simfoni.com\/procurement-software-101\/\" target=\"_blank\" rel=\"noopener\">Procurement Software<\/a><\/span><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-44893cb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"85132\" data-id=\"44893cb\" data-element_type=\"section\" data-e-type=\"section\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-31dfe52\" data-eae-slider=\"33380\" data-id=\"31dfe52\" data-element_type=\"column\" data-e-type=\"column\" data-settings='{\"pix_scale_in\":\"none\"}'>\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7e8e6c0 elementor-widget elementor-widget-text-editor\" data-id=\"7e8e6c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"NormalTextRun SCXW189775304 BCX0\">By following these three steps, you can help ensure high quality, reliable procurement data for your organization. Spend automation tools, like those offered by <\/span><span class=\"NormalTextRun SCXW189775304 BCX0\">Simfoni<\/span><span class=\"NormalTextRun SCXW189775304 BCX0\">, can help you implement these steps (and more) to ensure you have high-quality spend data by minimizing manual data entry and reducing the risk of errors. This can include using our high-powered <a href=\"https:\/\/simfoni.com\/spend-analytics\/what-is-spend-analytics-why-and-how-it-is-implemented\/\" data-internallinksmanager029f6b8e52c=\"24\" title=\"Spend Analytics\" target=\"_blank\" rel=\"noopener\">spend analytics<\/a> solution, <a href=\"https:\/\/simfoni.com\/esourcing-guide\/\" target=\"_blank\" rel=\"noopener\"><strong><span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\">eSourcing<\/span><\/strong><\/a> and other software solutions that help streamline the procurement process and <\/span><span class=\"NormalTextRun SCXW189775304 BCX0\">provide<\/span><span class=\"NormalTextRun SCXW189775304 BCX0\"> real-time visibility into spend data.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-679fe8c elementor-widget elementor-widget-text-editor\" data-id=\"679fe8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW261601474 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW261601474 BCX0\">Remember, achieving high-quality spend data is not a one-time event, but an ongoing process. <span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\">Continuous improvement<\/span> involves regularly <\/span><span class=\"NormalTextRun SCXW261601474 BCX0\">monitoring<\/span><span class=\"NormalTextRun SCXW261601474 BCX0\"> and reviewing your data quality, <\/span><span class=\"NormalTextRun SCXW261601474 BCX0\">identifying<\/span><span class=\"NormalTextRun SCXW261601474 BCX0\"> areas for improvement, and implementing new processes or tools to address any issues that arise. Investing your time and resources into your data will pay off <\/span><span class=\"NormalTextRun SCXW261601474 BCX0\">overall<\/span><span class=\"NormalTextRun SCXW261601474 BCX0\">, <\/span><span class=\"NormalTextRun SCXW261601474 BCX0\">providing<\/span><span class=\"NormalTextRun SCXW261601474 BCX0\"> a foundation for data-driven decision-making and helping to <\/span><span class=\"NormalTextRun SCXW261601474 BCX0\">optimize<\/span><span class=\"NormalTextRun SCXW261601474 BCX0\"> your organization&rsquo;s procurement processes.<\/span><\/span><span class=\"EOP SCXW261601474 BCX0\" data-ccp-props='{\"201341983\":0,\"335559739\":160,\"335559740\":259}'>&nbsp;<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02f5c7f elementor-widget elementor-widget-text-editor\" data-id=\"02f5c7f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #008080;\"><strong><span class=\"NormalTextRun SCXW113806629 BCX0\">Don&rsquo;t wait any longer to improve your <\/span><span class=\"NormalTextRun SCXW113806629 BCX0\">organization&rsquo;s<\/span> <span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW113806629 BCX0\">spend<\/span><span class=\"NormalTextRun SCXW113806629 BCX0\"> data. <a href=\"https:\/\/simfoni.com\/demo\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ff6600;\">Schedule a consultation<\/span><\/a> with one of our procurement experts today!<\/span><\/strong><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>High-quality spend data is essential for any business looking to optimize its procurement processes. However, achieving this can be challenging. Procurement data, and in particular indirect, or &lsquo;<span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\"><span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\">tail spend<\/span><\/span>,&rsquo; can be difficult to manage. If left unchecked, this can lead&hellip;<\/p>\n","protected":false},"author":1,"featured_media":48998,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"give_campaign_id":0,"footnotes":""},"categories":[528],"tags":[2702,467,458],"class_list":["post-48994","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-spend-management","tag-business-spend-management","tag-spend-management","tag-tail-spend-management"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>3 Ways to Ensure High Quality Spend Data<\/title>\n<meta name=\"description\" content=\"High-quality spend data is essential for any business looking to optimize its procurement processes. However, achieving this can be challenging. Procurement data, and in particular indirect, or \u2018tail spend,\u2019 can be difficult to manage. If left unchecked, this can lead to inaccuracies in reporting and missed cost-saving opportunities.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/simfoni.com\/spend-management\/3-ways-to-ensure-high-quality-spend-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"3 Ways to Ensure High Quality Spend Data - Simfoni.com\" \/>\n<meta property=\"og:description\" content=\"High-quality spend data is essential for any business looking to optimize its procurement processes. However, achieving this can be challenging. Procurement data, and in particular indirect, or \u2018tail spend,\u2019 can be difficult to manage. 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