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ESTABLISHING ROBUST DATA LITERACY – FROM AWARENESS TO ACTION

21/08/2024/by Datalumen

Data literacy is no longer a niche skill reserved for data professionals. It’s becoming a core competency required for all employees in forward-looking organizations. Data literacy — the ability to read, write, and communicate data in context — is essential for making informed decisions, driving innovation, and fostering a data-driven culture across the enterprise. It is crucial not only to equip employees with the necessary skills but also to foster a shared mindset and language around data.

The Imperative of a Data Literacy Program

Launching a data literacy program isn’t just about offering a few training sessions. It requires a comprehensive approach that touches every level of the organization. This is an opportunity to grow and amplify an understanding of data management and with extension also artificial intelligence (AI) (and other emerging technologies) within the organization. As these capabilities become increasingly integrated into business processes, the need for an organization that can interpret and leverage these technologies, in an ethical and compliant way, becomes even more critical.

To help organizations successfully launch and sustain a data literacy program, here are some key steps:


  1. Craft a Strong Argument for Transformation
    Before embarking on a data literacy initiative, it’s vital to establish a compelling reason for change. This involves articulating the strategic importance of data literacy to the organization’s future, aligning the program’s goals with business objectives, and gaining buy-in from leadership and stakeholders. A well-defined case for change will serve as the foundation for all subsequent efforts.

  2. Build a Solid Program Foundation with Targeted Pilots
    Starting small with targeted pilots can help demonstrate the value of data literacy initiatives. These pilots should be designed to address specific business challenges and provide measurable outcomes. By focusing on practical applications, organizations can build momentum and create a sustainable foundation for the program.

  3. Showcase and Celebrate Successes
    Highlighting success stories is crucial for building credibility and inspiring broader participation. By showcasing examples of how data literacy has led to positive business outcomes, organizations can encourage more employees to engage with the program. This also helps reinforce the importance of data literacy across the organization.

  4. Foster Connections and Support Isolated Teams
    In any organization, there are often key individuals or teams who may feel disconnected from the broader data culture. Connecting these communities and providing them with the support they need is essential for fostering a sense of belonging and encouraging active participation in the data literacy program. This can be achieved through internal networks, forums, or mentoring programs.

  5. Integrate Across the Organization to Achieve Sustainable Transformation
    An effective data literacy program should be integrated with other data culture and training initiatives within the organization. By connecting these efforts, organizations can ensure that employees have access to a cohesive set of resources and training opportunities, enabling them to continuously build their skills and knowledge. Ultimately, the goal is to deliver lasting benefits to the organization, including not only improving individual skills but also embedding a data-driven mindset into the company’s culture. Over time, a strong data culture will lead to better decision-making, increased innovation, and a competitive advantage in the marketplace.

The Path Forward

As organizations continue to navigate the complexities of the digital age, the importance of data literacy cannot be overstated. By following these six steps, companies can build a data literacy program that empowers their employees, drives cultural transformation, and ensures long-term success in an increasingly data-driven world.

Investing in data literacy is not just about upskilling employees; it’s about preparing the entire organization for the future. Whether you’re just starting on this journey or looking to enhance existing efforts, it is fundamental to approach data literacy with intention, commitment, and a clear vision for the future.

 

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Tags: Data Compentency, Data Fluency, Data Governance, Data Literacy, Data Organization, Data Proficiency, Data-driven culture
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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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