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Master Data Management and Data Governance – A Tango d'amore?

MASTER DATA MANAGEMENT AND DATA GOVERNANCE – A TANGO D’AMORE?

09/02/2024/by Datalumen

In the ever-evolving landscape of data-driven decision-making, organizations are increasingly recognizing the critical interplay between Master Data Management (MDM) and Data Governance. These two pillars, seemingly distinct in their functions, converge to form a symbiotic relationship that is instrumental in driving efficiency, ensuring compliance, and fostering a data-driven culture within enterprises.

MDM – Orchestrating Data Symphony

At its core, Master Data Management is the discipline of managing an organization’s critical data, including master and reference data, to ensure uniformity, accuracy, and consistency across the entire organization. This involves establishing and maintaining a single, authoritative version of the truth for core data entities such as customers, products, assets, and employees. MDM acts as the custodian of data integrity, fostering reliability in decision-making processes and supporting various business functions.

Data Governance – Setting The Stage For Data Harmony

On the other hand, Data Governance is the framework that defines how organizations manage and control their data assets. It involves establishing policies, procedures, and standards to ensure data quality, security, and compliance with regulatory requirements. Data Governance provides the necessary oversight and control mechanisms to safeguard data assets and align them with organizational objectives.

In Unison

The link between MDM and Governance lies in their shared objective of ensuring data accuracy, consistency, and reliability. MDM provides the tools and processes to create a single, trusted source of master data, while Governance defines the rules and policies that guide the creation, usage, and maintenance of this data. Together, they form a formidable alliance that addresses the challenges of data silos, inconsistency, and lack of accountability.

Effective MDM and Governance synergies offer a range of benefits to organizations. Firstly, they enhance data quality by establishing standardized processes for data creation, validation, and maintenance. This, in turn, leads to improved decision-making, as stakeholders can confidently rely on accurate and consistent data. Moreover, compliance with regulatory requirements becomes more manageable, as Governance ensures that data practices align with legal and industry standards. Next to Data Quality, Data Governance typically also embodies a number of other data management capabilities, such as a Business Glossary to properly manage shared business terms and definitions and the associated data governance workflows and processes. Having this properly in place is also fundamental for MDM.

Furthermore, the collaborative efforts of MDM and Governance foster a data-driven culture within organizations. Employees are empowered with reliable data, breaking down silos and encouraging cross-functional collaboration. This not only enhances operational efficiency but also facilitates innovation and agility in responding to market dynamics.

 

Conclusion

In conclusion, the link between Master Data Management and Governance is not just a technical integration but a strategic alliance that underpins the success of modern enterprises. By aligning MDM and Governance initiatives, organizations can unlock the full potential of their data assets, driving informed decision-making, ensuring compliance, and fostering a culture that values and leverages the power of data. The journey towards data excellence begins with recognizing and nurturing this symbiotic relationship.


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var hideButton = document.getElementById('hideButton'); // Add event listener to the button hideButton.addEventListener('click', function() { var submitButton = document.querySelector('#_form_15_submit'); submitButton.disabled = false; submitButton.classList.remove('processing'); var mp = document.querySelector('input[name="mp"]'); mp.value = '1'; window.location.href = window.location.href; });

const vgoAlias = typeof visitorGlobalObjectAlias === 'undefined' ? 'vgo' : visitorGlobalObjectAlias; var visitorObject = window[vgoAlias]; if (email && typeof visitorObject !== 'undefined') { visitorObject('setEmail', email); visitorObject('update'); } else if (typeof(trackcmp_url) != 'undefined' && trackcmp_url) { // Site tracking URL to use after inline form submission. _load_script(trackcmp_url); } if (typeof window._form_callback !== 'undefined') window._form_callback(id); }; window._load_script = function(url, callback, isSubmit) { var head = document.querySelector('head'), script = document.createElement('script'), r = false; var submitButton = document.querySelector('#_form_15_submit'); script.charset = 'utf-8'; script.src = url; if (callback) { script.onload = script.onreadystatechange = function() { if (!r && (!this.readyState || this.readyState == 'complete')) { r = true; callback(); } }; } script.onerror = function() { if (isSubmit) { if (script.src.length > 10000) { _show_error("15", "Sorry, your submission failed. Please shorten your responses and try again."); } else { _show_error("15", "Sorry, your submission failed. Please try again."); } submitButton.disabled = false; submitButton.classList.remove('processing'); } }

head.appendChild(script); }; (function() { if (window.location.search.search("excludeform") !== -1) return false; var getCookie = function(name) { var match = document.cookie.match(new RegExp('(^|; )' + name + '=([^;]+)')); return match ? match[2] : null; } var setCookie = function(name, value) { var now = new Date(); var time = now.getTime(); var expireTime = time + 1000 * 60 * 60 * 24 * 365; now.setTime(expireTime); document.cookie = name + '=' + value + '; expires=' + now + ';path=/; Secure; SameSite=Lax;'; } var addEvent = function(element, event, func) { if (element.addEventListener) { element.addEventListener(event, func); } else { var oldFunc = element['on' + event]; element['on' + event] = function() { oldFunc.apply(this, arguments); func.apply(this, arguments); }; } } var _removed = false; var form_to_submit = document.getElementById('_form_15_'); var allInputs = form_to_submit.querySelectorAll('input, select, textarea'), tooltips = [], submitted = false;

var getUrlParam = function(name) { if (name.toLowerCase() !== 'email') { var params = new URLSearchParams(window.location.search); return params.get(name) || false; } // email is a special case because a plus is valid in the email address var qString = window.location.search; if (!qString) { return false; } var parameters = qString.substr(1).split('&'); for (var i = 0; i < parameters.length; i++) { var parameter = parameters[i].split('='); if (parameter[0].toLowerCase() === 'email') { return parameter[1] === undefined ? true : decodeURIComponent(parameter[1]); } } return false; }; var acctDateFormat = "%d/%m/%Y"; var getNormalizedDate = function(date, acctFormat) { var decodedDate = decodeURIComponent(date); if (acctFormat && acctFormat.match(/(%d|%e).*%m/gi) !== null) { return decodedDate.replace(/(d{2}).*(d{2}).*(d{4})/g, '$3-$2-$1'); } else if (Date.parse(decodedDate)) { var dateObj = new Date(decodedDate); var year = dateObj.getFullYear(); var month = dateObj.getMonth() + 1; var day = dateObj.getDate(); return `${year}-${month < 10 ? `0${month}` : month}-${day < 10 ? `0${day}` : day}`; } return false; }; var getNormalizedTime = function(time) { var hour, minutes; var decodedTime = decodeURIComponent(time); var timeParts = Array.from(decodedTime.matchAll(/(d{1,2}):(d{1,2})W*([AaPp][Mm])?/gm))[0]; if (timeParts[3]) { // 12 hour format var isPM = timeParts[3].toLowerCase() === 'pm'; if (isPM) { hour = parseInt(timeParts[1]) === 12 ? '12' : `${parseInt(timeParts[1]) + 12}`; } else { hour = parseInt(timeParts[1]) === 12 ? '0' : timeParts[1]; } } else { // 24 hour format hour = timeParts[1]; } var normalizedHour = parseInt(hour) < 10 ? `0${parseInt(hour)}` : hour; var minutes = timeParts[2]; return `${normalizedHour}:${minutes}`; }; for (var i = 0; i < allInputs.length; i++) { var regexStr = "field[(d+)]"; var results = new RegExp(regexStr).exec(allInputs[i].name); if (results != undefined) { allInputs[i].dataset.name = allInputs[i].name.match(/[time]$/) ? `${window.cfields[results[1]]}_time` : window.cfields[results[1]]; } else { allInputs[i].dataset.name = allInputs[i].name; } var fieldVal = getUrlParam(allInputs[i].dataset.name); if (fieldVal) { if (allInputs[i].dataset.autofill === "false") { continue; } if (allInputs[i].type == "radio" || allInputs[i].type == "checkbox") { if (allInputs[i].value == fieldVal) { allInputs[i].checked = true; } } else if (allInputs[i].type == "date") { allInputs[i].value = getNormalizedDate(fieldVal, acctDateFormat); } else if (allInputs[i].type == "time") { allInputs[i].value = getNormalizedTime(fieldVal); } else { allInputs[i].value = fieldVal; } } } var remove_tooltips = function() { for (var i = 0; i < tooltips.length; i++) { tooltips[i].tip.parentNode.removeChild(tooltips[i].tip); } tooltips = []; }; var remove_tooltip = function(elem) { for (var i = 0; i < tooltips.length; i++) { if (tooltips[i].elem === elem) { tooltips[i].tip.parentNode.removeChild(tooltips[i].tip); tooltips.splice(i, 1); return; } } }; var create_tooltip = function(elem, text) { var tooltip = document.createElement('div'), arrow = document.createElement('div'), inner = document.createElement('div'), new_tooltip = {}; if (elem.type != 'radio' && elem.type != 'checkbox') { tooltip.className = '_error'; arrow.className = '_error-arrow'; inner.className = '_error-inner'; inner.innerHTML = text; tooltip.appendChild(arrow); tooltip.appendChild(inner); elem.parentNode.appendChild(tooltip); } else { tooltip.className = '_error-inner _no_arrow'; tooltip.innerHTML = text; elem.parentNode.insertBefore(tooltip, elem); new_tooltip.no_arrow = true; } new_tooltip.tip = tooltip; new_tooltip.elem = elem; tooltips.push(new_tooltip); return new_tooltip; }; var resize_tooltip = function(tooltip) { var rect = tooltip.elem.getBoundingClientRect(); var doc = document.documentElement, scrollPosition = rect.top - ((window.pageYOffset || doc.scrollTop) - (doc.clientTop || 0)); if (scrollPosition < 40) { tooltip.tip.className = tooltip.tip.className.replace(/ ?(_above|_below) ?/g, '') + ' _below'; } else { tooltip.tip.className = tooltip.tip.className.replace(/ ?(_above|_below) ?/g, '') + ' _above'; } }; var resize_tooltips = function() { if (_removed) return; for (var i = 0; i < tooltips.length; i++) { if (!tooltips[i].no_arrow) resize_tooltip(tooltips[i]); } }; var validate_field = function(elem, remove) { var tooltip = null, value = elem.value, no_error = true; remove ? remove_tooltip(elem) : false; if (elem.type != 'checkbox') elem.className = elem.className.replace(/ ?_has_error ?/g, ''); if (elem.getAttribute('required') !== null) { if (elem.type == 'radio' || (elem.type == 'checkbox' && /any/.test(elem.className))) { var elems = form_to_submit.elements[elem.name]; if (!(elems instanceof NodeList || elems instanceof HTMLCollection) || elems.length <= 1) { no_error = elem.checked; } else { no_error = false; for (var i = 0; i < elems.length; i++) { if (elems[i].checked) no_error = true; } } if (!no_error) { tooltip = create_tooltip(elem, "Please select an option."); } } else if (elem.type =='checkbox') { var elems = form_to_submit.elements[elem.name], found = false, err = []; no_error = true; for (var i = 0; i < elems.length; i++) { if (elems[i].getAttribute('required') === null) continue; if (!found && elems[i] !== elem) return true; found = true; elems[i].className = elems[i].className.replace(/ ?_has_error ?/g, ''); if (!elems[i].checked) { no_error = false; elems[i].className = elems[i].className + ' _has_error'; err.push("Checking %s is required".replace("%s", elems[i].value)); } } if (!no_error) { tooltip = create_tooltip(elem, err.join('
')); } } else if (elem.tagName == 'SELECT') { var selected = true; if (elem.multiple) { selected = false; for (var i = 0; i < elem.options.length; i++) { if (elem.options[i].selected) { selected = true; break; } } } else { for (var i = 0; i < elem.options.length; i++) { if (elem.options[i].selected && (!elem.options[i].value || (elem.options[i].value.match(/n/g))) ) { selected = false; } } } if (!selected) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "Please select an option."); } } else if (value === undefined || value === null || value === '') { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "This field is required."); } } if (no_error && (elem.id == 'field[]' || elem.id == 'ca[11][v]')) { if (elem.className.includes('phone-input-error')) { elem.className = elem.className + ' _has_error'; no_error = false; } } if (no_error && elem.name == 'email') { if (!value.match(/^[+_a-z0-9-'&=]+(.[+_a-z0-9-']+)*@[a-z0-9-]+(.[a-z0-9-]+)*(.[a-z]{2,})$/i)) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "Enter a valid email address."); } else { // New code to reject hotmail.com, yahoo.com, gmail.com addresses and addresses containing the firstname field as the domain var domain = value.split('@')[1].toLowerCase(); var firstname = document.getElementById('firstname').value.toLowerCase(); var lastname = document.getElementById('lastname').value.toLowerCase(); if (domain === 'hotmail' || domain === 'aol' || domain === 'gmail' || domain === 'yahoo' || domain === 'live' || domain === 'outlook' || domain === 'msn.com' || domain.includes(firstname) || domain.includes(lastname)) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "We do not accept private email addresses. Please submit your valid business email."); } } } if (no_error && /date_field/.test(elem.className)) { if (!value.match(/^dddd-dd-dd$/)) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "Enter a valid date."); } } tooltip ? resize_tooltip(tooltip) : false; return no_error; }; var needs_validate = function(el) { if(el.getAttribute('required') !== null){ return true } if(el.name === 'email' && el.value !== ""){ return true } if((el.id == 'field[]' || el.id == 'ca[11][v]') && el.className.includes('phone-input-error')){ return true } return false }; var validate_form = function(e) { var err = form_to_submit.querySelector('._form_error'), no_error = true; if (!submitted) { submitted = true; for (var i = 0, len = allInputs.length; i < len; i++) { var input = allInputs[i]; if (needs_validate(input)) { if (input.type == 'tel') { addEvent(input, 'blur', function() { this.value = this.value.trim(); validate_field(this, true); }); } if (input.type == 'text' || input.type == 'number' || input.type == 'time') { addEvent(input, 'blur', function() { this.value = this.value.trim(); validate_field(this, true); }); addEvent(input, 'input', function() { validate_field(this, true); }); } else if (input.type == 'radio' || input.type == 'checkbox') { (function(el) { var radios = form_to_submit.elements[el.name]; for (var i = 0; i < radios.length; i++) { addEvent(radios[i], 'click', function() { validate_field(el, true); }); } })(input); } else if (input.tagName == 'SELECT') { addEvent(input, 'change', function() { validate_field(this, true); }); } else if (input.type == 'textarea'){ addEvent(input, 'input', function() { validate_field(this, true); }); } } } } remove_tooltips(); for (var i = 0, len = allInputs.length; i 31 && (charCode 57) && charCode !== 8) { e.preventDefault(); } }); };

var showPhoneInputError = function(inputId) { var errorMessage = document.getElementById("error-msg-" + inputId); var input = document.getElementById(inputId); errorMessage.classList.add("phone-error"); errorMessage.classList.remove("phone-error-hidden"); input.classList.add("phone-input-error"); };

window['recaptcha_callback'] = function() { // Get all recaptchas in the DOM (there may be more than one form on the page). var recaptchas = document.getElementsByClassName("g-recaptcha"); for (var i in recaptchas) { // Set the recaptcha element ID, so the recaptcha can be applied to each element. var recaptcha_id = "recaptcha_" + i; recaptchas[i].id = recaptcha_id; var el = document.getElementById(recaptcha_id); if (el != null) { var sitekey = el.getAttribute("data-sitekey"); var stoken = el.getAttribute("data-stoken"); grecaptcha.render(recaptcha_id, {"sitekey":sitekey,"stoken":stoken}); } } }; _load_script( "https://www.google.com/recaptcha/api.js?onload=recaptcha_callback&render=explicit" ); var _form_serialize = function(form){if(!form||form.nodeName!=="FORM"){return }var i,j,q=[];for(i=0;i<form.elements.length;i++){if(form.elements[i].name===""){continue}switch(form.elements[i].nodeName){case"INPUT":switch(form.elements[i].type){case"tel":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].previousSibling.querySelector('div.iti__selected-dial-code').innerText)+encodeURIComponent(" ")+encodeURIComponent(form.elements[i].value));break;case"text":case"number":case"date":case"time":case"hidden":case"password":case"button":case"reset":case"submit":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value));break;case"checkbox":case"radio":if(form.elements[i].checked){q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value))}break;case"file":break}break;case"TEXTAREA":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value));break;case"SELECT":switch(form.elements[i].type){case"select-one":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value));break;case"select-multiple":for(j=0;j { if (key !== 'hideButton') { formData.append(key, value); } //formData.append(key, value); }); let request = { headers: { "Accept": "application/json" }, body: formData, method: "POST" };

let pageUrlParams = new URLSearchParams(window.location.search); if (pageUrlParams.has('t')) { request.headers.Authorization = 'Bearer ' + pageUrlParams.get('t'); } const response = await fetch('https://datalumen.activehosted.com/proc.php?jsonp=true', request); return response.json(); } if (formSupportsPost) { submitForm().then((data) => { eval(data.js); }); } else { _load_script('https://datalumen.activehosted.com/proc.php?' + serialized + '&jsonp=true', null, true); } } return false; }; addEvent(form_to_submit, 'submit', form_submit); })();

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