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a{padding:15px 4px;min-height:48px;}\n      .mas-publication-section{padding:32px 0 6px;}\n      .mas-publication-section-head{gap:10px;}\n      .mas-publication-num{width:32px;height:32px;font-size:15px;}\n      .mas-publication-statbox,\n      .mas-publication-warning{padding:18px 20px;}\n      .mas-publication-step{flex-direction:column;}\n      .mas-publication-step-label{min-width:100%;justify-content:flex-start;padding:9px 16px;}\n      .mas-publication-faq-q{padding:16px 0;min-height:48px;font-size:16px;}\n      .mas-publication-faq-a p{padding-right:0;}\n      .mas-publication-quote{padding:24px 22px;font-size:16px;}\n\n      .mas-publication-download{\n        position:fixed;left:0;right:0;bottom:0;top:auto;transform:none;\n        width:100%;\n      }\n      .mas-publication-download a,\n      .mas-publication-download button{\n        writing-mode:horizontal-tb;text-orientation:initial;transform:none;\n        justify-content:center;border-radius:0;\n        padding:16px 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controllers, freight finance teams, and procurement professionals understand, implement, and maintain reliable vendor and carrier master data. It covers the structure of a master record, common causes of duplicate and inaccurate data, onboarding and verification practices, banking controls, system integration across TMS, ERP, and AP platforms, fraud prevention, automation, and the ongoing measurement of data quality. The guide is optimized for both human readers and AI-assisted search engines (AEO\/GEO), making it a useful reference for anyone responsible for freight vendor and carrier data.<\/p>\n\n      <p class=\"mas-publication-block-label\">Disclaimer<\/p>\n      <p class=\"mas-publication-disclaimer\">This E-Guide is for informational purposes only and does not constitute legal, tax, financial, or accounting advice. Consult a qualified accounting or compliance professional for guidance specific to your organization.<\/p>\n    <\/section>\n\n    <!-- ================= TABLE OF CONTENTS ================= -->\n    <nav class=\"mas-publication-toc\" aria-label=\"Table of contents\">\n      <h2>Table of Contents<\/h2>\n      <ol>\n        <li class=\"mas-publication-toc-plain\"><a href=\"#executive-summary\">Executive Summary<\/a><\/li>\n        <li><a href=\"#section-1\">Understanding Vendor and Carrier Master Data in Freight AP<\/a><\/li>\n        <li><a href=\"#section-2\">Why Freight Businesses Face Master Data Challenges<\/a><\/li>\n        <li><a href=\"#section-3\">Building a Standardized Vendor and Carrier Master Record<\/a><\/li>\n        <li><a href=\"#section-4\">Vendor and Carrier Onboarding Process<\/a><\/li>\n        <li><a href=\"#section-5\">Preventing Duplicate Vendor and Carrier Records<\/a><\/li>\n        <li><a href=\"#section-6\">Managing Carrier Banking and Payment Information<\/a><\/li>\n        <li><a href=\"#section-7\">Connecting Master Data With Freight Invoice Processing<\/a><\/li>\n        <li><a href=\"#section-8\">Master Data Across TMS, ERP, and AP Systems<\/a><\/li>\n        <li><a href=\"#section-9\">Maintaining Freight Vendor Master Data<\/a><\/li>\n        <li><a href=\"#section-10\">Master Data Controls for Fraud Prevention<\/a><\/li>\n        <li><a href=\"#section-11\">Technology and Automation for Master Data Management<\/a><\/li>\n        <li><a href=\"#section-12\">Measuring Master Data Quality<\/a><\/li>\n        <li><a href=\"#section-13\">Common Master Data Management Mistakes<\/a><\/li>\n        <li><a href=\"#section-14\">Building a Reliable Freight Master Data Workflow<\/a><\/li>\n        <li class=\"mas-publication-toc-plain\"><a href=\"#faq\">Frequently Asked Questions<\/a><\/li>\n        <li class=\"mas-publication-toc-plain\"><a href=\"#key-takeaways\">Key Takeaways<\/a><\/li>\n        <li class=\"mas-publication-toc-plain\"><a href=\"#conclusion\">Conclusion<\/a><\/li>\n        <li class=\"mas-publication-toc-plain\"><a href=\"#resources\">Further Reading &amp; Official Resources<\/a><\/li>\n      <\/ol>\n    <\/nav>\n\n    <!-- ================= EXECUTIVE SUMMARY ================= -->\n    <section class=\"mas-publication-section\" id=\"executive-summary\">\n      <p class=\"mas-publication-eyebrow\">Section Overview<\/p>\n      <div class=\"mas-publication-section-head\">\n        <h2>Executive Summary<\/h2>\n      <\/div>\n\n      <p>Whether you manage accounts payable for a freight brokerage, a logistics provider, or a shipper working with dozens of carriers, this guide will help you understand the full scope of vendor and carrier master data management, from the information a master record should contain to the practical steps needed to build and maintain a reliable, fraud-resistant system.<\/p>\n\n      <p>Vendor and carrier master data is one of the most overlooked yet consequential controls in freight accounts payable. Carrier invoices belong to a broader ecosystem of transportation management, financial systems, and payment platforms, and every one of those systems relies on the same underlying record to identify who is being paid and how. Yet most master-data problems are not the result of fraud, they result from inconsistent naming, duplicate records, unverified banking changes, and systems that fall out of sync with one another.<\/p>\n\n      <p>This guide covers the full master-data lifecycle: what master data is and why it matters, the challenges freight organizations face, how to build standardized vendor and carrier records, onboarding and verification, duplicate prevention, banking and payment controls, integration across TMS, ERP, and AP platforms, fraud prevention, automation, data-quality measurement, common mistakes, and the steps to build a workflow that holds up under scrutiny.<\/p>\n\n      <div class=\"mas-publication-statbox\">\n        <p class=\"mas-publication-box-title\">Key Statistics<\/p>\n        <ul>\n          <li>Vendor and carrier master data <strong>underpins every stage of freight invoice processing<\/strong>, from capture through payment.<\/li>\n          <li>Most master-data failures are <strong>negligence-driven<\/strong>, inconsistent naming, missing verification, and unsynchronized systems, not intentional fraud.<\/li>\n          <li>Freight organizations often manage vendor information across a <strong>TMS, an ERP, an AP platform, a procurement system, and a payment platform simultaneously<\/strong>.<\/li>\n          <li>Weak banking-change controls are one of the <strong>leading causes of payment fraud and payment diversion<\/strong> in freight AP.<\/li>\n        <\/ul>\n      <\/div>\n\n      <p>This guide is optimized for both human readers and AI-assisted search engines (AEO\/GEO), making it an authoritative reference for anyone responsible for freight vendor and carrier master data.<\/p>\n    <\/section>\n\n    <!-- ================= SECTION 1 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-1\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">1<\/span>\n        <h2>Understanding Vendor and Carrier Master Data in Freight AP<\/h2>\n      <\/div>\n\n      <h3>What Is Master Data in Accounts Payable?<\/h3>\n      <p>Master data in accounts payable refers to the core information maintained about vendors and suppliers that is repeatedly used during financial transactions. Unlike an individual invoice, which represents a specific transaction at a particular point in time, a master record contains relatively permanent information about the organization or service provider.<\/p>\n\n      <p>An individual freight invoice may contain an invoice number, shipment reference, invoice date, freight charges, fuel surcharge, and accessorial charges. Vendor master data, on the other hand, contains the underlying information needed to identify the carrier, process its invoices, and make payments correctly. Master data acts as a central reference point for AP activities: every time an invoice is received from a carrier, the AP system uses the vendor record to identify payment terms, currency, banking details, tax treatment, and approval requirements.<\/p>\n\n      <h3>Master Data vs. Individual Invoice Data<\/h3>\n      <p>The distinction between master data and invoice data is fundamental to a well-controlled freight AP process. Master data is relatively permanent and reusable, while invoice data relates to a single transaction and changes with every billing event.<\/p>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Master Data (Permanent)<\/th><th>Invoice Data (Transactional)<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Legal business name<\/td><td>Invoice number<\/td><\/tr>\n            <tr><td>Vendor identification number<\/td><td>Invoice date<\/td><\/tr>\n            <tr><td>Tax identification details<\/td><td>Shipment number<\/td><\/tr>\n            <tr><td>Banking information<\/td><td>Freight charges<\/td><\/tr>\n            <tr><td>Payment terms<\/td><td>Fuel surcharge<\/td><\/tr>\n            <tr><td>Contact information<\/td><td>Accessorial charges \/ amount due<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <div class=\"mas-publication-warning\">\n        <p class=\"mas-publication-box-title\">Key Principle<\/p>\n        <p>The vendor master provides the foundation on which invoice transactions are processed. Invoice data changes with every billing event, while master data should change only when the underlying vendor information itself changes.<\/p>\n      <\/div>\n\n      <h3>Why Master Data Is the Foundation for AP Processing<\/h3>\n      <p>Accounts payable systems depend on vendor records to determine who is being paid and how the payment should be processed. If the vendor master is unreliable, invoice processing becomes more difficult and riskier at every step. Master data supports:<\/p>\n\n      <ul class=\"mas-publication-checklist\">\n        <li>Vendor identification<\/li>\n        <li>Invoice routing<\/li>\n        <li>Payment scheduling<\/li>\n        <li>Currency selection<\/li>\n        <li>Tax processing<\/li>\n        <li>Banking instructions<\/li>\n        <li>Reporting<\/li>\n        <li>Reconciliation<\/li>\n      <\/ul>\n\n      <p>A reliable vendor master reduces the need for employees to manually correct recurring information during invoice processing.<\/p>\n\n      <h3>What a Freight Vendor or Carrier Record Contains<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Field<\/th><th>Description<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Legal Business Name<\/td><td>Identifies the organization legally providing services and receiving payment, distinguished from any trading or brand name.<\/td><\/tr>\n            <tr><td>Vendor \/ Carrier ID<\/td><td>A unique, standardized identifier, especially important when names are similar, abbreviated, or changed over time.<\/td><\/tr>\n            <tr><td>Tax Identification Details<\/td><td>Required for regulatory compliance, tax reporting, invoice validation, and vendor verification.<\/td><\/tr>\n            <tr><td>Billing Address<\/td><td>The official address associated with the vendor&rsquo;s billing activities.<\/td><\/tr>\n            <tr><td>Contact Information<\/td><td>Email addresses, phone numbers, accounts receivable, operational, and payment contacts.<\/td><\/tr>\n            <tr><td>Payment Terms<\/td><td>Determines when an approved invoice becomes due, supporting accurate payment scheduling.<\/td><\/tr>\n            <tr><td>Bank and Payment Details<\/td><td>Among the most sensitive elements of the record, directly affects where company funds are sent.<\/td><\/tr>\n            <tr><td>Currency<\/td><td>The currency used for invoicing and payment, particularly important for international providers.<\/td><\/tr>\n            <tr><td>Service \/ Carrier Classification<\/td><td>Identifies the provider type: freight carrier, customs broker, freight forwarder, warehousing, or logistics provider.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Why Freight AP Depends on Accurate Master Data<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Benefit<\/th><th>Explanation<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Correct Invoice Processing<\/td><td>Accurate vendor information allows invoices to be assigned to the appropriate record and workflow.<\/td><\/tr>\n            <tr><td>Accurate Payments<\/td><td>Verified payment information reduces the risk of sending funds to the wrong account.<\/td><\/tr>\n            <tr><td>Reliable Vendor Reporting<\/td><td>Clean master records allow organizations to accurately analyze freight spend by carrier and provider.<\/td><\/tr>\n            <tr><td>Faster Reconciliation<\/td><td>Consistent vendor identification makes it easier to connect invoices, payments, credits, and accounting records.<\/td><\/tr>\n            <tr><td>Reduced Fraud &amp; Duplicate Payments<\/td><td>Strong master-data controls help prevent duplicate vendor records, unauthorized banking changes, and fraudulent payments.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 2 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-2\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">2<\/span>\n        <h2>Why Freight Businesses Face Master Data Challenges<\/h2>\n      <\/div>\n\n      <h3>Managing a Large, Diverse Carrier Network<\/h3>\n      <p>Freight businesses may work with dozens, hundreds, or even thousands of transportation and logistics providers. Companies use local trucking companies, national carriers, international freight forwarders, ocean carriers, airlines, customs brokers, and warehouse providers, each operating under different legal structures, billing requirements, and payment terms. Frequent onboarding of new providers, driven by expansion, new shipping routes, seasonal demand, or capacity requirements, increases the risk of inconsistent or incomplete records.<\/p>\n\n      <h3>Multiple Records for the Same Carrier<\/h3>\n      <p>A major and recurring challenge is the creation of more than one record for the same organization:<\/p>\n\n      <ul>\n        <li><strong>Abbreviated names<\/strong> &mdash; one employee creates a record using a carrier&rsquo;s full legal name, while another uses an abbreviation.<\/li>\n        <li><strong>Different addresses<\/strong> &mdash; different branches or billing locations lead employees to believe separate vendor records are required.<\/li>\n        <li><strong>Subsidiaries and legal entities<\/strong> &mdash; large transportation groups contain multiple legal entities that must be distinguished correctly without creating unnecessary duplicates.<\/li>\n        <li><strong>Duplicate vendor IDs<\/strong> &mdash; poor system controls result in multiple identification numbers for the same provider.<\/li>\n      <\/ul>\n\n      <h3>Frequent Changes to Carrier Information<\/h3>\n      <p>Vendor information is not permanent. Carriers regularly change important details:<\/p>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Change Type<\/th><th>Why It Matters<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Bank Account Changes<\/td><td>Driven by corporate restructuring or banking relationships, requires strong verification before updating.<\/td><\/tr>\n            <tr><td>Address Changes<\/td><td>Billing and registered addresses may change over time.<\/td><\/tr>\n            <tr><td>Tax Information Updates<\/td><td>Changes in legal entities, jurisdictions, or tax registration require updates.<\/td><\/tr>\n            <tr><td>Payment-Term Changes<\/td><td>Contracts or commercial negotiations may alter agreed payment terms.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Multiple Currencies and Payment Methods<\/h3>\n      <p>International freight adds further complexity. A carrier may invoice in one currency while the company records or pays in another; different legal entities or countries may require different payment arrangements; and international payments often require additional banking and regulatory information.<\/p>\n\n      <h3>Data Spread Across Multiple Systems<\/h3>\n      <p>Freight vendor information commonly exists across several systems at once:<\/p>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>System<\/th><th>What It Holds<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>TMS<\/td><td>Operational carrier information used for shipment planning and execution.<\/td><\/tr>\n            <tr><td>ERP<\/td><td>The official financial vendor record used for accounting and reporting.<\/td><\/tr>\n            <tr><td>AP Platform<\/td><td>Vendor information used to process invoices and approvals.<\/td><\/tr>\n            <tr><td>Procurement System<\/td><td>Supplier registration and contract information.<\/td><\/tr>\n            <tr><td>Bank \/ Payment Platform<\/td><td>Payment instructions and banking information.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <div class=\"mas-publication-warning\">\n        <p class=\"mas-publication-box-title\">Why This Matters<\/p>\n        <p>When the TMS, ERP, AP platform, procurement system, and payment platform are not synchronized, conflicting vendor information can easily develop and no single system can be trusted as the source of truth.<\/p>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 3 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-3\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">3<\/span>\n        <h2>Building a Standardized Vendor and Carrier Master Record<\/h2>\n      <\/div>\n\n      <h3>Establishing Required Data Fields<\/h3>\n      <p>A standardized master record begins by defining the information that must be collected for every vendor. Mandatory fields should contain information required for identification, compliance, accounting, and payment; optional fields can capture additional operational detail.<\/p>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Field Category<\/th><th>Typical Contents<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Payment-Related Fields<\/td><td>Payment terms, payment method, payment currency, verified banking details.<\/td><\/tr>\n            <tr><td>Tax &amp; Compliance Fields<\/td><td>Tax identification numbers, registration information, required compliance documentation.<\/td><\/tr>\n            <tr><td>Operational Carrier Information<\/td><td>Service type, transportation mode, regions served, carrier classification, contract references.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Standardizing Naming Conventions<\/h3>\n      <p>Standardized naming reduces duplicate creation and improves reporting.<\/p>\n\n      <ul>\n        <li><strong>Legal name vs. trading name<\/strong> &mdash; the system should clearly distinguish the legal entity name from a commonly used commercial or trading name.<\/li>\n        <li><strong>Consistent abbreviations<\/strong> &mdash; organizations should establish rules for abbreviations rather than allowing employees to create their own naming styles.<\/li>\n        <li><strong>Address formatting<\/strong> &mdash; standard address formats improve consistency and duplicate detection.<\/li>\n      <\/ul>\n\n      <h3>Assigning Unique Vendor IDs<\/h3>\n      <p>Every approved vendor should receive a unique identifier. A unique ID makes it easier to prevent multiple records from being created for the same entity, and it can connect carrier information across the TMS, ERP, AP platform, and payment system.<\/p>\n\n      <h3>Classifying Vendors and Carriers<\/h3>\n      <p>Classification improves both operational and financial reporting.<\/p>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Classification<\/th><th>Description<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Freight Carrier<\/td><td>A provider that physically transports goods.<\/td><\/tr>\n            <tr><td>Freight Forwarder<\/td><td>An organization that arranges transportation and coordinates logistics services.<\/td><\/tr>\n            <tr><td>Customs Broker<\/td><td>A provider responsible for customs-related services and documentation.<\/td><\/tr>\n            <tr><td>Warehousing Provider<\/td><td>A company providing storage and warehouse services.<\/td><\/tr>\n            <tr><td>Logistics Service Provider<\/td><td>A broader provider offering transportation, warehousing, fulfillment, or other supply chain services.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Maintaining Consistent Currency and Payment Information<\/h3>\n\n      <ul>\n        <li><strong>Invoice currency<\/strong> &mdash; the currency in which the vendor normally issues invoices.<\/li>\n        <li><strong>Payment currency<\/strong> &mdash; the currency used for the actual transaction.<\/li>\n        <li><strong>Payment method<\/strong> &mdash; the approved payment method, standardized across the vendor base.<\/li>\n        <li><strong>Payment terms<\/strong> &mdash; maintained consistently to support scheduling and cash-flow management.<\/li>\n      <\/ul>\n    <\/section>\n\n    <!-- ================= SECTION 4 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-4\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">4<\/span>\n        <h2>Vendor and Carrier Onboarding Process<\/h2>\n      <\/div>\n\n      <p>A structured onboarding process ensures that a vendor record is accurate before it becomes available for invoice processing and payment.<\/p>\n\n      <h3>Collecting Vendor Information<\/h3>\n\n      <ul>\n        <li><strong>Business registration details<\/strong> &mdash; official information about the vendor&rsquo;s legal identity.<\/li>\n        <li><strong>Tax documentation<\/strong> &mdash; required tax information, collected and reviewed.<\/li>\n        <li><strong>Banking information<\/strong> &mdash; payment instructions obtained through controlled processes.<\/li>\n        <li><strong>Contact details<\/strong> &mdash; appropriate financial and operational contacts.<\/li>\n        <li><strong>Contracts and rate agreements<\/strong> &mdash; relevant contracts and freight rate agreements linked to the carrier where appropriate.<\/li>\n      <\/ul>\n\n      <h3>Validating Carrier Information<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Validation Step<\/th><th>What It Confirms<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Confirming Legal Entity<\/td><td>Which legal organization will provide services and receive payment.<\/td><\/tr>\n            <tr><td>Verifying Business Details<\/td><td>That basic business information is accurate.<\/td><\/tr>\n            <tr><td>Reviewing Carrier Credentials<\/td><td>Where applicable, that required credentials or registrations are in place.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Verifying Payment Information<\/h3>\n\n      <div class=\"mas-publication-warning\">\n        <p class=\"mas-publication-box-title\">Important Note<\/p>\n        <p>Banking details should be independently verified before the record is activated. Relying only on an email request creates fraud risk, changes and confirmations should always involve authorized vendor representatives contacted through trusted, previously verified channels.<\/p>\n      <\/div>\n\n      <h3>Reviewing the Record Before Activation<\/h3>\n\n      <ul class=\"mas-publication-checklist\">\n        <li>Required fields completed &mdash; the record should not be activated with critical information missing.<\/li>\n        <li>Duplicate search performed &mdash; completed before creating a new record.<\/li>\n        <li>Appropriate approvals obtained &mdash; and documented.<\/li>\n      <\/ul>\n\n      <h3>Establishing Ownership<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Responsibility<\/th><th>Description<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Who Creates the Record<\/td><td>A designated employee or team enters the information.<\/td><\/tr>\n            <tr><td>Who Verifies It<\/td><td>Another authorized person verifies important information.<\/td><\/tr>\n            <tr><td>Who Approves Activation<\/td><td>Activation requires approval according to company policy.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 5 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-5\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">5<\/span>\n        <h2>Preventing Duplicate Vendor and Carrier Records<\/h2>\n      <\/div>\n\n      <h3>Why Duplicate Records Are Common<\/h3>\n\n      <ul>\n        <li><strong>Different naming conventions<\/strong> &mdash; spellings, abbreviations, and naming formats can make one carrier appear to be several organizations.<\/li>\n        <li><strong>Multiple employees creating vendors<\/strong> &mdash; unrestricted creation rights increase duplicate risk.<\/li>\n        <li><strong>Migrations between systems<\/strong> &mdash; data migration projects can accidentally create duplicate records.<\/li>\n        <li><strong>Mergers or acquisitions<\/strong> &mdash; corporate restructuring creates confusion about whether existing and new legal entities should be combined.<\/li>\n      <\/ul>\n\n      <h3>Problems Caused by Duplicate Records<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Consequence<\/th><th>Impact<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Duplicate Payments<\/td><td>Invoices processed under separate records may not be recognized as duplicates.<\/td><\/tr>\n            <tr><td>Fragmented Spend Reporting<\/td><td>Carrier spending is divided across several vendor records.<\/td><\/tr>\n            <tr><td>Incorrect Vendor Balances<\/td><td>Accounting balances may be split incorrectly.<\/td><\/tr>\n            <tr><td>Difficult Reconciliation<\/td><td>Reconciling invoices and payments becomes more complicated.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Identifying Potential Duplicates<\/h3>\n      <p>Potential duplicates can be identified by comparing:<\/p>\n\n      <ul class=\"mas-publication-checklist\">\n        <li>Legal name &mdash; similar or identical legal names should be investigated.<\/li>\n        <li>Tax ID &mdash; often a strong indicator of duplication.<\/li>\n        <li>Address &mdash; matching addresses may indicate related or duplicate records.<\/li>\n        <li>Bank details &mdash; shared banking information may require investigation.<\/li>\n        <li>Email domain &mdash; similar corporate email domains can help identify related records.<\/li>\n      <\/ul>\n\n      <h3>Consolidating Duplicate Records<\/h3>\n\n      <div class=\"mas-publication-flow\">\n        <div class=\"mas-publication-flow-item\">Identify Primary Record<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Review Historical Transactions<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Preserve Accounting History<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Deactivate Redundant Records<\/div>\n      <\/div>\n\n      <p>The organization should first determine which record will remain active, then review historical transactions before consolidation. The process must preserve records needed for financial reporting and audits. Unnecessary duplicate records should be deactivated rather than left available for future transactions.<\/p>\n    <\/section>\n\n    <!-- ================= SECTION 6 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-6\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">6<\/span>\n        <h2>Managing Carrier Banking and Payment Information<\/h2>\n      <\/div>\n\n      <h3>Why Payment Data Requires Stronger Controls<\/h3>\n\n      <ul>\n        <li><strong>Direct financial impact<\/strong> &mdash; incorrect payment information can immediately result in financial loss.<\/li>\n        <li><strong>Risk of payment diversion<\/strong> &mdash; fraudsters may attempt to redirect payments by requesting bank-account changes.<\/li>\n        <li><strong>High-value freight payments<\/strong> &mdash; freight organizations process substantial payments, making them attractive fraud targets.<\/li>\n      <\/ul>\n\n      <h3>Managing Bank-Account Changes<\/h3>\n\n      <div class=\"mas-publication-flow\">\n        <div class=\"mas-publication-flow-item\">Formal Change Request<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Independent Verification<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Approval<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Record Updated<\/div>\n      <\/div>\n\n      <p>Changes should follow a documented process. The organization should independently verify the request using trusted, previously known contact information, never the contact details supplied in the change request itself, and sensitive changes should be approved before becoming active.<\/p>\n\n      <h3>Restricting Access to Sensitive Data<\/h3>\n\n      <ul>\n        <li><strong>Role-based permissions<\/strong> &mdash; system access based on job responsibilities.<\/li>\n        <li><strong>Limited editing rights<\/strong> &mdash; only authorized users can modify banking information.<\/li>\n        <li><strong>User access reviews<\/strong> &mdash; access reviewed periodically.<\/li>\n      <\/ul>\n\n      <h3>Maintaining an Audit Trail<\/h3>\n      <p>The system should record, for every sensitive change:<\/p>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Field<\/th><th>Purpose<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Previous Information<\/td><td>The information that existed before the change.<\/td><\/tr>\n            <tr><td>Updated Information<\/td><td>The new details.<\/td><\/tr>\n            <tr><td>Requestor<\/td><td>The person requesting the change.<\/td><\/tr>\n            <tr><td>Verifier<\/td><td>The person who independently verified it.<\/td><\/tr>\n            <tr><td>Approver<\/td><td>The person authorizing the change.<\/td><\/tr>\n            <tr><td>Date of Change<\/td><td>The date and time of the update.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Handling Urgent Payment-Detail Requests<\/h3>\n\n      <div class=\"mas-publication-warning\">\n        <p class=\"mas-publication-box-title\">Important Note<\/p>\n        <p>Urgency should never eliminate independent verification. Suspicious or unusual requests should be escalated, and even emergency situations should still follow controlled procedures rather than bypassing them.<\/p>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 7 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-7\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">7<\/span>\n        <h2>Connecting Master Data With Freight Invoice Processing<\/h2>\n      <\/div>\n\n      <h3>How Master Data Affects Invoice Capture<\/h3>\n\n      <ul>\n        <li><strong>Correct vendor identification<\/strong> &mdash; invoice capture systems must connect the invoice with the correct vendor record.<\/li>\n        <li><strong>Invoice routing<\/strong> &mdash; vendor information can determine which workflow or approver receives an invoice.<\/li>\n        <li><strong>Payment terms<\/strong> &mdash; master data helps calculate the appropriate payment due date.<\/li>\n      <\/ul>\n\n      <h3>How Master Data Supports Invoice Matching<\/h3>\n\n      <div class=\"mas-publication-flow\">\n        <div class=\"mas-publication-flow-item\">Carrier Identification<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Contract Rates<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Shipment Info<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Purchase Orders<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Matched Invoice<\/div>\n      <\/div>\n\n      <p>The carrier record connects the invoice with transportation activity. Master records may link carriers with contracts and approved rates, and accurate carrier identification supports matching invoices with shipment records and, where used, purchase orders.<\/p>\n\n      <h3>Using Master Data for Automated Invoice Validation<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Validation Factor<\/th><th>How Master Data Supports It<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Vendor-Specific Rules<\/td><td>Different carriers may require different validation rules.<\/td><\/tr>\n            <tr><td>Payment Terms<\/td><td>Systems can automatically validate whether payment conditions are correct.<\/td><\/tr>\n            <tr><td>Currency<\/td><td>Currency information can identify unexpected billing differences.<\/td><\/tr>\n            <tr><td>Tax Information<\/td><td>Supports automated validation and accounting treatment.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>What Happens When Master Data Is Incorrect?<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Outcome<\/th><th>Description<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Invoice Exceptions<\/td><td>Invoices may fail automated processing.<\/td><\/tr>\n            <tr><td>Incorrect Coding<\/td><td>Transactions may be posted to incorrect accounts or categories.<\/td><\/tr>\n            <tr><td>Payment Delays<\/td><td>Incorrect information often requires manual investigation.<\/td><\/tr>\n            <tr><td>Reconciliation Problems<\/td><td>Payments and invoices become more difficult to connect accurately.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 8 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-8\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">8<\/span>\n        <h2>Master Data Across TMS, ERP, and AP Systems<\/h2>\n      <\/div>\n\n      <h3>Why Multiple Systems Create Data Inconsistencies<\/h3>\n\n      <ul>\n        <li><strong>Different vendor IDs<\/strong> &mdash; the same carrier may have different identifiers in separate systems.<\/li>\n        <li><strong>Different naming conventions<\/strong> &mdash; naming differences make matching difficult.<\/li>\n        <li><strong>Duplicate records<\/strong> &mdash; separate systems may independently create vendor records.<\/li>\n        <li><strong>Delayed updates<\/strong> &mdash; a change in one system may not immediately appear elsewhere.<\/li>\n      <\/ul>\n\n      <h3>Keeping Systems Synchronized<\/h3>\n\n      <div class=\"mas-publication-flow\">\n        <div class=\"mas-publication-flow-item\">TMS<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">ERP<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">AP Platform<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Payment System<\/div>\n      <\/div>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>System<\/th><th>Role<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>TMS Carrier Records<\/td><td>Maintains operational transportation information.<\/td><\/tr>\n            <tr><td>ERP Vendor Records<\/td><td>Often maintains financial and accounting information.<\/td><\/tr>\n            <tr><td>AP Platform Records<\/td><td>Supports invoice processing and approvals.<\/td><\/tr>\n            <tr><td>Payment-System Records<\/td><td>Uses approved banking and payment details.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Establishing a System of Record<\/h3>\n\n      <ul>\n        <li><strong>Deciding which system owns vendor information<\/strong> &mdash; organizations should clearly identify the authoritative source for financial vendor data.<\/li>\n        <li><strong>Defining ownership of carrier operational data<\/strong> &mdash; typically owned by the TMS.<\/li>\n        <li><strong>Controlling updates across connected platforms<\/strong> &mdash; updates should follow defined integration and approval processes.<\/li>\n      <\/ul>\n\n      <h3>Managing Integration Errors<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Error Type<\/th><th>Control Needed<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Failed Synchronization<\/td><td>Failed data transfers should be identified and resolved promptly.<\/td><\/tr>\n            <tr><td>Missing Vendor Records<\/td><td>Systems should monitor records that fail to transfer.<\/td><\/tr>\n            <tr><td>Incorrect Field Mapping<\/td><td>Fields must be mapped correctly between platforms.<\/td><\/tr>\n            <tr><td>Duplicate Records<\/td><td>Integration processes should include controls to prevent duplicate creation.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 9 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-9\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">9<\/span>\n        <h2>Maintaining Freight Vendor Master Data<\/h2>\n      <\/div>\n\n      <p>Creating an accurate vendor record is only the beginning. Master data must be maintained throughout the entire vendor relationship.<\/p>\n\n      <h3>Periodic Vendor-Data Reviews<\/h3>\n      <p>Regular reviews help identify:<\/p>\n\n      <ul class=\"mas-publication-checklist\">\n        <li>Inactive vendors &mdash; no longer used, and appropriately deactivated.<\/li>\n        <li>Duplicate records &mdash; may develop over time and require ongoing monitoring.<\/li>\n        <li>Outdated contact information &mdash; old contacts can delay communication and invoice resolution.<\/li>\n        <li>Unused payment accounts &mdash; increase complexity and risk.<\/li>\n      <\/ul>\n\n      <h3>Reviewing Carrier Relationships<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Review Area<\/th><th>What to Check<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Active vs. Inactive Carriers<\/td><td>Which providers are currently being used.<\/td><\/tr>\n            <tr><td>Contract Status<\/td><td>Whether the relationship remains valid.<\/td><\/tr>\n            <tr><td>Payment Activity<\/td><td>Recent payment activity can help identify inactive vendors.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Updating Outdated Information<\/h3>\n      <p>Addresses, tax details, payment terms, and banking information all require periodic review. Changes should be controlled and verified appropriately.<\/p>\n\n      <h3>Managing Vendor Status<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Status<\/th><th>Meaning<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Active<\/td><td>The vendor is approved for normal transactions.<\/td><\/tr>\n            <tr><td>Inactive<\/td><td>Retained for historical purposes but not normally available for new transactions.<\/td><\/tr>\n            <tr><td>Suspended<\/td><td>Transactions temporarily restricted while an issue is investigated.<\/td><\/tr>\n            <tr><td>Blocked<\/td><td>Cannot be used for transactions or payments.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Establishing a Data-Retention Policy<\/h3>\n\n      <ul>\n        <li><strong>Historical transactions<\/strong> &mdash; retained according to accounting and regulatory requirements.<\/li>\n        <li><strong>Inactive vendors<\/strong> &mdash; managed rather than unnecessarily deleted.<\/li>\n        <li><strong>Audit requirements<\/strong> &mdash; retention policies must support internal and external audits.<\/li>\n      <\/ul>\n    <\/section>\n\n    <!-- ================= SECTION 10 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-10\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">10<\/span>\n        <h2>Master Data Controls for Fraud Prevention<\/h2>\n      <\/div>\n\n      <h3>How Poor Master Data Creates Fraud Opportunities<\/h3>\n\n      <ul>\n        <li><strong>Fake vendors<\/strong> &mdash; fraudsters may attempt to create fictitious suppliers.<\/li>\n        <li><strong>Unauthorized bank changes<\/strong> &mdash; can redirect legitimate payments.<\/li>\n        <li><strong>Duplicate supplier records<\/strong> &mdash; can conceal improper payments.<\/li>\n      <\/ul>\n\n      <h3>Segregation of Duties<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Responsibility<\/th><th>Control Principle<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Vendor Creation<\/td><td>The person creating the vendor should not necessarily approve it.<\/td><\/tr>\n            <tr><td>Vendor Modification<\/td><td>Sensitive modifications should be independently reviewed.<\/td><\/tr>\n            <tr><td>Invoice Processing<\/td><td>Invoice processors should not have unrestricted authority to alter vendor banking details.<\/td><\/tr>\n            <tr><td>Payment Authorization<\/td><td>Should remain separate from vendor maintenance.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Approval Controls<\/h3>\n\n      <ul class=\"mas-publication-checklist\">\n        <li>New vendor approval &mdash; new records require appropriate approval.<\/li>\n        <li>Bank-detail changes &mdash; receive enhanced scrutiny.<\/li>\n        <li>Payment-term changes &mdash; changes affecting cash flow and payment timing are controlled.<\/li>\n      <\/ul>\n\n      <h3>Monitoring Unusual Changes<\/h3>\n\n      <ul class=\"mas-publication-checklist\">\n        <li>New bank accounts &mdash; reviewed carefully.<\/li>\n        <li>Frequent modifications &mdash; may indicate data-quality or fraud concerns.<\/li>\n        <li>Multiple vendors sharing payment information &mdash; investigated when unusual.<\/li>\n      <\/ul>\n\n      <h3>Periodic Vendor Audits<\/h3>\n      <p>Reviews may focus on high-value vendors, recently changed records, inactive vendors, and high-risk suppliers. These reviews strengthen the overall control environment.<\/p>\n    <\/section>\n\n    <!-- ================= SECTION 11 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-11\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">11<\/span>\n        <h2>Technology and Automation for Master Data Management<\/h2>\n      <\/div>\n\n      <p>Technology can significantly improve master-data management when combined with strong policies and human oversight.<\/p>\n\n      <h3>Automated Duplicate Detection<\/h3>\n      <p>Systems can identify possible duplicates by comparing matching vendor names, tax IDs, addresses, and bank information.<\/p>\n\n      <div class=\"mas-publication-warning\">\n        <p class=\"mas-publication-box-title\">Key Rule<\/p>\n        <p>Potential matches identified by automated systems should always be reviewed by a person, never automatically assumed to be duplicates and merged without verification.<\/p>\n      <\/div>\n\n      <h3>Workflow-Based Vendor Onboarding<\/h3>\n\n      <div class=\"mas-publication-flow\">\n        <div class=\"mas-publication-flow-item\">Data Collection<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Verification<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Approval<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Activation<\/div>\n      <\/div>\n\n      <p>Workflow systems can prevent records from becoming active before required steps are completed.<\/p>\n\n      <h3>Automated Data Synchronization<\/h3>\n      <p>Integration can synchronize data between the TMS, ERP, and AP automation platforms, reducing manual re-entry and inconsistency.<\/p>\n\n      <h3>Change Alerts and Monitoring<\/h3>\n      <p>Systems can notify appropriate personnel about bank-detail changes, vendor status changes, and tax information changes, allowing organizations to review high-risk changes quickly.<\/p>\n\n      <h3>Reporting and Dashboards<\/h3>\n      <p>Dashboards can monitor vendor-data completeness, duplicate records, pending approvals, and recent changes, improving management visibility.<\/p>\n    <\/section>\n\n    <!-- ================= SECTION 12 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-12\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">12<\/span>\n        <h2>Measuring Master Data Quality<\/h2>\n      <\/div>\n\n      <p>Master-data quality should be measured rather than assumed.<\/p>\n\n      <h3>Data Completeness and Accuracy<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Metric<\/th><th>What It Shows<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>% of Records With Required Fields<\/td><td>Whether essential information has been collected.<\/td><\/tr>\n            <tr><td>Duplicate Rate<\/td><td>The effectiveness of duplicate-prevention controls.<\/td><\/tr>\n            <tr><td>Verified Vendor Information<\/td><td>How much information has been independently validated.<\/td><\/tr>\n            <tr><td>Failed Validation Rate<\/td><td>A high rate may indicate weaknesses in onboarding.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Change-Management Metrics<\/h3>\n\n      <ul>\n        <li><strong>Number of vendor changes<\/strong> &mdash; shows the level of master-data activity.<\/li>\n        <li><strong>Change approval time<\/strong> &mdash; measures the efficiency of change processes.<\/li>\n        <li><strong>Unauthorized change attempts<\/strong> &mdash; monitoring can reveal security concerns.<\/li>\n      <\/ul>\n\n      <h3>AP Performance Indicators<\/h3>\n      <p>Master-data quality directly affects AP performance.<\/p>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Indicator<\/th><th>Relationship to Master Data<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Invoice Exception Rate<\/td><td>Poor data can cause invoices to fail automated validation.<\/td><\/tr>\n            <tr><td>Payment Failure Rate<\/td><td>Incorrect banking or payment information can result in failed payments.<\/td><\/tr>\n            <tr><td>Duplicate Payment Rate<\/td><td>Duplicate vendor records can increase duplicate-payment risk.<\/td><\/tr>\n            <tr><td>Reconciliation Discrepancies<\/td><td>Inconsistent vendor data can make reconciliation more difficult.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 13 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-13\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">13<\/span>\n        <h2>Common Master Data Management Mistakes<\/h2>\n      <\/div>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Mistake<\/th><th>Consequence<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Creating vendors without verification<\/td><td>Introduces incorrect or fraudulent information.<\/td><\/tr>\n            <tr><td>Incomplete or inaccurate records<\/td><td>Creates delays and manual work.<\/td><\/tr>\n            <tr><td>Allowing unrestricted vendor creation<\/td><td>Too many users with creation authority increases duplication and fraud risk.<\/td><\/tr>\n            <tr><td>Duplicate records<\/td><td>Fragments financial information and increases payment risk.<\/td><\/tr>\n            <tr><td>Inconsistent data<\/td><td>Different formats and naming conventions reduce reporting quality.<\/td><\/tr>\n            <tr><td>Treating carriers and vendors as interchangeable<\/td><td>Loses operational and accounting detail that a general vendor record does not capture.<\/td><\/tr>\n            <tr><td>Updating bank information without independent verification<\/td><td>One of the most serious master-data control failures; increases payment-fraud exposure.<\/td><\/tr>\n            <tr><td>Failing to synchronize systems<\/td><td>Different systems may contain conflicting versions of the same record.<\/td><\/tr>\n            <tr><td>Keeping inactive records indefinitely<\/td><td>Clutters the vendor master and raises the risk of employees selecting an outdated vendor.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <div class=\"mas-publication-warning\">\n        <p class=\"mas-publication-box-title\">Important Note<\/p>\n        <p>A carrier has operational transportation characteristics, equipment type, lanes, service level, that a general vendor record does not capture. Organizations should distinguish financial vendor requirements from transportation-specific carrier information rather than treating the two as interchangeable.<\/p>\n      <\/div>\n    <\/section>\n\n    <!-- ================= SECTION 14 ================= -->\n    <section class=\"mas-publication-section\" id=\"section-14\">\n      <div class=\"mas-publication-section-head\">\n        <span class=\"mas-publication-num\">14<\/span>\n        <h2>Building a Reliable Freight Master Data Workflow<\/h2>\n      <\/div>\n\n      <p>A reliable workflow combines standardization, verification, ownership, technology, and periodic review.<\/p>\n\n      <h3>Standard Workflow<\/h3>\n\n      <div class=\"mas-publication-flow\">\n        <div class=\"mas-publication-flow-item\">Vendor Request<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Info Collected<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Duplicate Check<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Verified<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Approval<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Master Record Created<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Systems Synchronized<\/div>\n        <div class=\"mas-publication-flow-arrow\">&rarr;<\/div>\n        <div class=\"mas-publication-flow-item\">Periodic Review<\/div>\n      <\/div>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Step<\/th><th>Description<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Vendor Request<\/td><td>The business identifies the need to establish a new vendor or carrier.<\/td><\/tr>\n            <tr><td>Information Collected<\/td><td>Required legal, tax, operational, contact, and payment information is gathered.<\/td><\/tr>\n            <tr><td>Duplicate Check<\/td><td>The organization searches existing records before creating a new one.<\/td><\/tr>\n            <tr><td>Vendor \/ Carrier Verified<\/td><td>Important business and payment information is independently verified.<\/td><\/tr>\n            <tr><td>Approval<\/td><td>Appropriate personnel approve the record.<\/td><\/tr>\n            <tr><td>Master Record Created<\/td><td>The standardized record is created with a unique identifier.<\/td><\/tr>\n            <tr><td>Systems Synchronized<\/td><td>Relevant information is transferred to connected systems.<\/td><\/tr>\n            <tr><td>Periodic Review<\/td><td>The record is reviewed regularly for accuracy and relevance.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Define Responsibilities<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Function<\/th><th>Role in Master Data<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Procurement<\/td><td>Manages supplier selection and commercial relationships.<\/td><\/tr>\n            <tr><td>Logistics<\/td><td>Provides operational information about carriers and transportation services.<\/td><\/tr>\n            <tr><td>Accounts Payable<\/td><td>Uses master data for invoice processing and payment.<\/td><\/tr>\n            <tr><td>Finance<\/td><td>Establishes financial controls and reporting requirements.<\/td><\/tr>\n            <tr><td>IT \/ System Administrators<\/td><td>Manages system access, integrations, and data security.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n\n      <h3>Establish Master-Data Policies<\/h3>\n      <p>Policies should define required fields, naming conventions, approval requirements, and change procedures. Clear policies create consistency across departments.<\/p>\n\n      <h3>Schedule Periodic Reviews<\/h3>\n\n      <div class=\"mas-publication-table-scroll\">\n        <table class=\"mas-publication-table\">\n          <thead>\n            <tr><th>Cadence<\/th><th>Purpose<\/th><\/tr>\n          <\/thead>\n          <tbody>\n            <tr><td>Monthly Exception Checks<\/td><td>Identify unusual records, failed synchronization, and potential duplicates.<\/td><\/tr>\n            <tr><td>Quarterly Vendor Reviews<\/td><td>Evaluate vendor activity and data quality.<\/td><\/tr>\n            <tr><td>Annual Master-Data Cleanup<\/td><td>Identify obsolete, duplicate, incomplete, and outdated records.<\/td><\/tr>\n          <\/tbody>\n        <\/table>\n      <\/div>\n    <\/section>\n\n    <!-- ================= FAQ ================= -->\n    <section class=\"mas-publication-section\" id=\"faq\">\n      <p class=\"mas-publication-eyebrow\">Reference<\/p>\n      <div class=\"mas-publication-section-head\">\n        <h2>Frequently Asked Questions<\/h2>\n      <\/div>\n\n      <div class=\"mas-publication-faq-item\">\n        <button type=\"button\" class=\"mas-publication-faq-q\">\n          <span>What is the difference between vendor master data and carrier master data?<\/span>\n          <span class=\"mas-publication-faq-icon\" aria-hidden=\"true\">+<\/span>\n        <\/button>\n        <div class=\"mas-publication-faq-a\">\n          <p>Vendor master data is the broader financial record used across accounts payable for any supplier. Carrier master data includes the same financial fields plus operational transportation information, equipment type, lanes, service level, and contract rates. In freight AP, a carrier record should capture both, since financial accuracy and operational accuracy are equally important.<\/p>\n        <\/div>\n      <\/div>\n\n      <div class=\"mas-publication-faq-item\">\n        <button type=\"button\" class=\"mas-publication-faq-q\">\n          <span>How do we identify duplicate carrier records after the fact?<\/span>\n          <span class=\"mas-publication-faq-icon\" aria-hidden=\"true\">+<\/span>\n        <\/button>\n        <div class=\"mas-publication-faq-a\">\n          <p>Compare records on legal name, tax ID, billing address, bank details, and email domain. Tax ID and bank details are usually the strongest indicators. Once a likely duplicate is found, identify the primary record, review historical transactions, preserve accounting history, and deactivate the redundant record rather than deleting it.<\/p>\n        <\/div>\n      <\/div>\n\n      <div class=\"mas-publication-faq-item\">\n        <button type=\"button\" class=\"mas-publication-faq-q\">\n          <span>Why can&rsquo;t invoice processors also update carrier banking details?<\/span>\n          <span class=\"mas-publication-faq-icon\" aria-hidden=\"true\">+<\/span>\n        <\/button>\n        <div class=\"mas-publication-faq-a\">\n          <p>Combining those responsibilities removes segregation of duties, one of the core controls against payment fraud. Someone who can both alter a carrier&rsquo;s bank account and process payments to that carrier can redirect funds with no independent check. Banking changes should always require verification and approval from someone other than the invoice processor.<\/p>\n        <\/div>\n      <\/div>\n\n      <div class=\"mas-publication-faq-item\">\n        <button type=\"button\" class=\"mas-publication-faq-q\">\n          <span>Which system should be the master, the TMS or the ERP?<\/span>\n          <span class=\"mas-publication-faq-icon\" aria-hidden=\"true\">+<\/span>\n        <\/button>\n        <div class=\"mas-publication-faq-a\">\n          <p>Most organizations treat the ERP as the system of record for financial vendor data (tax ID, banking, payment terms) and the TMS as the system of record for operational carrier data (equipment, lanes, service level). What matters most is that the organization documents this ownership explicitly and controls how updates flow between systems, rather than leaving it ambiguous.<\/p>\n        <\/div>\n      <\/div>\n\n      <div class=\"mas-publication-faq-item\">\n        <button type=\"button\" class=\"mas-publication-faq-q\">\n          <span>How often should carrier master data be reviewed?<\/span>\n          <span class=\"mas-publication-faq-icon\" aria-hidden=\"true\">+<\/span>\n        <\/button>\n        <div class=\"mas-publication-faq-a\">\n          <p>Most organizations run monthly exception checks for failed synchronization and potential duplicates, quarterly reviews of vendor activity and data quality, and a comprehensive annual cleanup to identify obsolete, duplicate, or incomplete records.<\/p>\n        <\/div>\n      <\/div>\n\n      <div class=\"mas-publication-faq-item\">\n        <button type=\"button\" class=\"mas-publication-faq-q\">\n          <span>What should we do if we discover an unauthorized bank-detail change?<\/span>\n          <span class=\"mas-publication-faq-icon\" aria-hidden=\"true\">+<\/span>\n        <\/button>\n        <div class=\"mas-publication-faq-a\">\n          <p>Treat it as a potential fraud event immediately: suspend payments to the affected vendor, verify the change independently through previously known contact information, review the audit trail to identify who made the change and when, and escalate to finance leadership. Do not process any pending payments until the correct banking details are confirmed.<\/p>\n        <\/div>\n      <\/div>\n    <\/section>\n\n    <!-- ================= KEY TAKEAWAYS ================= -->\n    <section class=\"mas-publication-section\" id=\"key-takeaways\">\n      <p class=\"mas-publication-eyebrow\">Summary<\/p>\n      <div class=\"mas-publication-section-head\">\n        <h2>Key Takeaways<\/h2>\n      <\/div>\n      <div class=\"mas-publication-takeaways\">\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">1<\/span><div><h4>Master data is permanent, invoice data is not.<\/h4><p>Master data holds permanent vendor and carrier information; invoice data is transactional.<\/p><\/div><\/div>\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">2<\/span><div><h4>One vendor, one identifier.<\/h4><p>Every approved vendor needs a single, unique identifier across all connected systems.<\/p><\/div><\/div>\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">3<\/span><div><h4>Duplicates fragment reporting.<\/h4><p>Duplicate records fragment reporting and increase the risk of duplicate payments.<\/p><\/div><\/div>\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">4<\/span><div><h4>Never verify banking by email alone.<\/h4><p>Banking and payment changes require independent verification, never email alone.<\/p><\/div><\/div>\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">5<\/span><div><h4>Vendor data lives in many systems.<\/h4><p>Freight vendor data commonly spans the TMS, ERP, AP platform, and payment platform.<\/p><\/div><\/div>\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">6<\/span><div><h4>Separate creation, modification, and payment.<\/h4><p>Segregation of duties between vendor creation, modification, and payment prevents fraud.<\/p><\/div><\/div>\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">7<\/span><div><h4>Automation supports, not replaces, review.<\/h4><p>Automation improves master data, but human review remains essential for high-risk changes.<\/p><\/div><\/div>\n        <div class=\"mas-publication-takeaway\"><span class=\"mas-publication-takeaway-num\">8<\/span><div><h4>Measure quality, don&rsquo;t assume it.<\/h4><p>Data quality should be measured continuously, not assumed to be correct.<\/p><\/div><\/div>\n      <\/div>\n    <\/section>\n\n    <!-- ================= CONCLUSION ================= -->\n    <section class=\"mas-publication-section\" id=\"conclusion\">\n      <p class=\"mas-publication-eyebrow\">Final Thoughts<\/p>\n      <div class=\"mas-publication-section-head\">\n        <h2>Conclusion<\/h2>\n      <\/div>\n\n      <p>Effective vendor and carrier master data management gives freight accounts payable teams a reliable foundation for invoice processing, payment accuracy, fraud prevention, reconciliation, and spend reporting.<\/p>\n\n      <p>The quality of a freight AP process is closely connected to the quality of the information behind it. An invoice automation system, ERP, transportation management system, or payment platform cannot fully compensate for inaccurate vendor names, duplicate carrier records, outdated banking information, incorrect tax details, or inconsistent currency settings.<\/p>\n\n      <p>A strong master-data program begins with standardized records and clearly defined required fields. It continues through a controlled onboarding process involving information collection, verification, duplicate detection, approval, and activation. Sensitive information, particularly banking and payment details, requires stronger controls, independent verification, restricted access, and complete audit trails.<\/p>\n\n      <p>Freight organizations must also recognize that vendor and carrier information often exists across several systems, including TMS platforms, ERP systems, AP automation platforms, procurement systems, and payment platforms. Establishing clear ownership and a reliable system of record is essential for preventing conflicting information and synchronization problems.<\/p>\n\n      <p>Technology and automation can significantly improve master-data management through duplicate detection, workflow-based onboarding, automated synchronization, change alerts, and dashboards. However, automation should support strong governance rather than replace it, high-risk changes, particularly those involving bank accounts and payment instructions, continue to require appropriate human verification and approval.<\/p>\n\n      <p>Organizations should regularly measure data completeness, accuracy, duplicate rates, change activity, invoice exceptions, payment failures, and reconciliation discrepancies. These measurements help management understand whether master-data processes are improving AP performance or creating operational risk.<\/p>\n\n      <div class=\"mas-publication-quote\">\n        The goal is not simply to maintain a complete vendor list. It is to ensure that each carrier has one accurate, verified, consistently maintained record across every system involved in the freight payment process.\n      <\/div>\n\n      <p>When vendor and carrier master data is managed effectively, freight AP becomes more efficient, payments become more reliable, fraud risks are reduced, reconciliation becomes easier, and management gains a clearer view of transportation spending. For organizations processing large volumes of freight invoices across multiple carriers, currencies, regions, and systems, reliable master data is not merely an administrative requirement, it is a critical foundation for financial control and operational success.<\/p>\n    <\/section>\n\n    <!-- ================= RESOURCES ================= -->\n    <section class=\"mas-publication-section\" id=\"resources\">\n      <p class=\"mas-publication-eyebrow\">Resources<\/p>\n      <div class=\"mas-publication-section-head\">\n        <h2>Further Reading &amp; Official Resources<\/h2>\n      <\/div>\n\n      <div class=\"mas-publication-res-group mas-publication-resources-list\">\n        <h3>Freight &amp; Logistics Standards<\/h3>\n        <ul>\n          <li><a href=\"https:\/\/nmfta.org\/standards\/classification\/\" target=\"_blank\" rel=\"noopener\">National Motor Freight Traffic Association (NMFTA): Classification &amp; Carrier Standards<\/a><\/li>\n          <li><a href=\"https:\/\/intermodal.org\/uiia\/uniform-intermodal-interchange-facilities-access-agreement\" target=\"_blank\" rel=\"noopener\">Uniform Intermodal Interchange Agreement: Bill of Lading Standards<\/a><\/li>\n        <\/ul>\n      <\/div>\n\n      <div class=\"mas-publication-res-group mas-publication-resources-list\">\n        <h3>Accounts Payable &amp; Financial Controls<\/h3>\n        <ul>\n          <li><a href=\"https:\/\/www.iofm.com\/ap\/process-improvement\/automation\/25-best-practices-for-planning-an-ap-automation-project\" target=\"_blank\" rel=\"noopener\">Institute of Finance &amp; Management (IOFM): AP Automation Best Practices<\/a><\/li>\n          <li><a href=\"https:\/\/www.financialprofessionals.org\/training-resources\/resources\/survey-research-economic-data\/details\/payments-fraud\" target=\"_blank\" rel=\"noopener\">Association for Financial Professionals (AFP): Payment Controls &amp; Fraud Prevention<\/a><\/li>\n        <\/ul>\n      <\/div>\n\n      <div class=\"mas-publication-res-group mas-publication-resources-list\">\n        <h3>Official Government &amp; Tax Resources<\/h3>\n        <ul>\n          <li><a href=\"https:\/\/www.irs.gov\/businesses\/small-businesses-self-employed\/recordkeeping\" target=\"_blank\" rel=\"noopener\">IRS: Recordkeeping for Business Taxpayers<\/a><\/li>\n          <li><a href=\"https:\/\/www.irs.gov\/businesses\/small-businesses-self-employed\" target=\"_blank\" rel=\"noopener\">IRS: Small Business and Self-Employed Tax Center<\/a><\/li>\n          <li><a href=\"https:\/\/www.sba.gov\/counseling\/manage-your-business\/\" target=\"_blank\" rel=\"noopener\">SBA: Manage Your Finances &ndash; Business Guide<\/a><\/li>\n        <\/ul>\n      <\/div>\n\n      <div class=\"mas-publication-res-group mas-publication-resources-list\">\n        <h3>Related MASPARTNER Articles<\/h3>\n        <ul>\n          <li><a href=\"https:\/\/maspartner.com\/en-us\/industries-we-serve\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">Logistics &amp; Shipping Accounting Services<\/a><\/li>\n          <li><a href=\"https:\/\/maspartner.com\/en-us\/case-studies\/enabling-ap-ar-control-with-invoice-workflow-automation-for-a-multi-entity-group\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">AP\/AR Invoice Workflow Automation Case Study<\/a><\/li>\n          <li><a href=\"https:\/\/maspartner.com\/bookkeeping\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">Bookkeeping Services<\/a><\/li>\n        <\/ul>\n      <\/div>\n\n    <\/section>\n\n  <\/div><!-- \/.mas-publication-body -->\n\n  <!-- ================= STICKY DOWNLOAD BUTTON (triggers CF7 modal) ================= -->\n  <div class=\"mas-publication-download\">\n    <button type=\"button\"\n       id=\"mas-publication-download-btn\"\n       title=\"Download PDF of this Publication\"\n       aria-label=\"Download PDF of this Publication\">\n      <svg width=\"15\" height=\"15\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M12 3v12\"\/><path d=\"m7 10 5 5 5-5\"\/><path d=\"M5 21h14\"\/><\/svg>\n      Download PDF of this Publication\n    <\/button>\n  <\/div>\n\n  <!-- ================= CF7 MODAL POPUP ================= -->\n  <!-- CF7 Form ID: d62a501 (title: Publication) -->\n  <!-- User must add an Elementor Shortcode widget below this Custom HTML widget -->\n  <div class=\"mas-publication-modal-overlay\" id=\"mas-publication-modal\">\n    <div class=\"mas-publication-modal\">\n      <button type=\"button\" class=\"mas-publication-modal-close\" id=\"mas-publication-modal-close\" aria-label=\"Close\">&times;<\/button>\n      <h3>Download This E-Guide<\/h3>\n      <p>Enter your details below to receive the PDF.<\/p>\n      <div id=\"mas-publication-cf7-slot\"><\/div>\n    <\/div>\n  <\/div>\n\n  <script>\n  (function(){\n    var wrap = document.currentScript ? 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and financial reporting. Our team of CPAs and accounting professionals can take reconciliation, and every other bookkeeping function, entirely off your plate.<\/p>\r\n    <a class=\"mas-cta-btn\" href=\"https:\/\/maspartner.com\/en-us\/free-consultation\/\" target=\"_blank\" rel=\"noopener\">Book a Free Consultation Today<\/a>\r\n  <\/div>\r\n\r\n  <script>\r\n  (function(){\r\n    \/\/ Force the CTA button to open on click (Elementor intercepts clicks in the\r\n    \/\/ bubble phase; a capture-phase handler fires first and wins).\r\n    var wrap = document.currentScript ? document.currentScript.closest('.mas-cta-wrapper') : null;\r\n    if(!wrap){\r\n      var all = document.querySelectorAll('.mas-cta-wrapper');\r\n      wrap = all[all.length-1];\r\n    }\r\n    if(!wrap) return;\r\n    wrap.querySelectorAll('.mas-cta-btn').forEach(function(el){\r\n      el.addEventListener('click', function(e){\r\n        e.stopPropagation();\r\n        var href = this.getAttribute('href');\r\n        if(!href || href === '#' || href.charAt(0) === '['){ e.preventDefault(); return; }\r\n        e.preventDefault();\r\n        window.open(href, '_blank', 'noopener,noreferrer');\r\n      }, true); \/\/ capture phase\r\n    });\r\n  })();\r\n  <\/script>\r\n\r\n<\/div><!-- \/.mas-cta-wrapper -->\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Vendor and Carrier Master Data Management:The Complete Guide Standardizing Vendor and Carrier Records, Preventing Duplicate\u2026<\/p>\n","protected":false},"featured_media":23582,"template":"elementor_header_footer","class_list":["post-23572","publications","type-publications","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/maspartner.com\/en-us\/wp-json\/wp\/v2\/publications\/23572","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/maspartner.com\/en-us\/wp-json\/wp\/v2\/publications"}],"about":[{"href":"https:\/\/maspartner.com\/en-us\/wp-json\/wp\/v2\/types\/publications"}],"version-history":[{"count":11,"href":"https:\/\/maspartner.com\/en-us\/wp-json\/wp\/v2\/publications\/23572\/revisions"}],"predecessor-version":[{"id":23586,"href":"https:\/\/maspartner.com\/en-us\/wp-json\/wp\/v2\/publications\/23572\/revisions\/23586"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maspartner.com\/en-us\/wp-json\/wp\/v2\/media\/23582"}],"wp:attachment":[{"href":"https:\/\/maspartner.com\/en-us\/wp-json\/wp\/v2\/media?parent=23572"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}