{"id":61473,"date":"2024-03-18T11:00:00","date_gmt":"2024-03-18T11:00:00","guid":{"rendered":"https:\/\/mention.com\/?p=61473"},"modified":"2025-01-06T15:01:35","modified_gmt":"2025-01-06T15:01:35","slug":"advanced-analytics","status":"publish","type":"post","link":"https:\/\/mention.com\/en\/blog\/advanced-analytics\/","title":{"rendered":"Beyond Mentions: Leveraging Advanced Analytics"},"content":{"rendered":"\n<p>Forget just \u201cspring cleaning\u201d your home this season \u2014 how about spring cleaning your productivity with the power of data and advanced analytics?<\/p>\n\n\n\n<p>Look beyond the mentions and leverage advanced analytics to unlock insights that help you propel toward an efficient and fulfilling quarter. This blog deep-dives into advanced analytics, exploring different techniques and tools at your disposal.<\/p>\n\n\n\n<p>We also share some real-world examples of how brands are using advanced analytics to optimize workflows, enhance decision-making, and, most importantly, boost productivity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What are Advanced Analytics?<\/h2>\n\n\n\n<p>Advanced analytics harnesses powerful tools like machine learning and artificial intelligence (AI) to uncover hidden patterns and trends within complex data sets.<\/p>\n\n\n\n<p>In other words, you can finally move beyond basic \u201cwhat\u201d and \u201cwhy\u201d questions and unlock predictive insights into the \u201cwhat will happen\u201d and \u201cwhy it matters.\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/advanced-analytics-definition.jpg\" alt=\"Advanced analytics definition\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 529px; --smush-placeholder-aspect-ratio: 529\/600;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/www.netsuite.com\/portal\/resource\/articles\/erp\/advanced-analytics.shtml\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>Think about predicting future demand, optimizing operations, and personalizing customer experiences. Advanced analytics can help you do all this.<\/p>\n\n\n\n<p>In short, advanced analytics helps transform data into actionable insights that fuel smarter decisions and drive business success.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Look Beyond the Buzz of Mention and Metrics<\/h2>\n\n\n\n<p>The problem with traditional analytics like website traffic or social media engagement is that they paint an incomplete picture. As a result, you might find yourself coming to a misleading conclusion. Or, worse, missing out on potential opportunities.<\/p>\n\n\n\n<p><em>That\u2019s why <a href=\"https:\/\/www.pecan.ai\/blog\/marketing-analytics-techniques-future-predictive\/\" target=\"_blank\" rel=\"noreferrer noopener\">84% of marketers<\/a>, despite having customer data, find it challenging to leverage it for daily decision-making.<\/em><\/p>\n\n\n\n<p>Let\u2019s take a closer look at the limitations of relying solely on mentions and metrics:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Mentions: Popularity \u2260 Impact<\/h3>\n\n\n\n<p>Imagine your social media post explodes with thousands of likes and shares. It looks (and sounds) impressive, right?<\/p>\n\n\n\n<p>But hold on. What if these \u201cmentions\u201d don\u2019t paint the whole picture? After all, most of these interactions might not translate to website visits, product purchases, or build brand loyalty.<\/p>\n\n\n\n<p>Chasing mentions might land you fleeting popularity, but it won\u2019t reveal what truly resonates with your audience.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Vanity Metrics<\/h3>\n\n\n\n<p>Website traffic and social media engagement, while important, are often touted as vanity metrics. There\u2019s a reason for this:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>They lack context, which can lead to misguided marketing decisions.<\/li>\n\n\n\n<li>More likes and shares don\u2019t always translate into brand advocacy.<\/li>\n\n\n\n<li>They primarily reveal activity, not return on investment (ROI).<\/li>\n\n\n\n<li>High traffic doesn\u2019t necessarily mean more conversions.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Misleading Image<\/h3>\n\n\n\n<p>Imagine your post going viral (a digital marketer\u2019s dream) and witnessing a sudden influx of traffic.<\/p>\n\n\n\n<p>But the crucial question remains: Does this influx align with your target audience or brand message? If not, it\u2019s simply a misleading metric, not a true measure of success.<\/p>\n\n\n\n<p>Similarly, high engagement on off-topic content might fuel a short-lived boost, but it does little to further your business goals in the long run.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Missed Opportunities<\/h3>\n\n\n\n<p>By focusing solely on <a href=\"https:\/\/mention.com\/en\/blog\/social-listening\/\" target=\"_blank\" rel=\"noreferrer noopener\">social media mentions<\/a>, you might overlook valuable insights buried within your data. Advanced analytics can\u200c help:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Unearth hidden customer behavior patterns<\/li>\n\n\n\n<li>Forecast future customer buying habits<\/li>\n\n\n\n<li>Reveal unexpected correlations<\/li>\n<\/ul>\n\n\n\n<p>This extra depth allows you to optimize your efforts, personalize your approach, and ultimately drive increased customer engagement.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Advanced Analytics vs Business Intelligence (BI)<\/h2>\n\n\n\n<p>Before we discuss advanced analytics further, it\u2019s important to address the elephant in the room\u200c : \u200cadvanced analytics vs. business intelligence (BI).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/advanced-analytics-vs-business-intelligence.jpg\" alt=\"Advanced Analytics vs Business Intelligence\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 750px; --smush-placeholder-aspect-ratio: 750\/620;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/www.selecthub.com\/business-intelligence\/business-intelligence-vs-business-analytics\/\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>Although they share similarities, traditional business intelligence, and advanced analytics have key differences and use cases. Let\u2019s unpack them.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Feature<\/strong><\/td><td><strong>Advanced Analytics<\/strong><\/td><td><strong>Business Intelligence<\/strong><\/td><\/tr><tr><td>Focus<\/td><td>Predicting future outcomes and uncovering hidden patterns<\/td><td>Understanding past and present performance<\/td><\/tr><tr><td>Data types<\/td><td>Large and complex datasets<\/td><td>Structured and historical data<\/td><\/tr><tr><td>Techniques<\/td><td>Machine learning, statistical modeling, data mining<\/td><td>Dashboards, reports, data visualization<\/td><\/tr><tr><td>Questions answered<\/td><td>\u201cWhy\u201d &amp; \u201cWhat if\u201d<\/td><td>\u201cWhat\u201d &amp; \u201cHow\u201d<\/td><\/tr><tr><td>Target users<\/td><td>Data scientists, analysts<\/td><td>Business users, managers<\/td><\/tr><tr><td>Outputs<\/td><td>Predictions, recommendations, simulations<\/td><td>Reports, dashboards, KPIs<\/td><\/tr><tr><td>Complexity<\/td><td>High<\/td><td>Moderate<\/td><\/tr><tr><td>Skill Set required<\/td><td>Advanced analytical skills<\/td><td>Business acumen, data interpretation skills<\/td><\/tr><tr><td>Timeframe<\/td><td>Future-oriented<\/td><td>Past and present-oriented<\/td><\/tr><tr><td>Impact<\/td><td>Strategic decision-making, innovation<\/td><td>Operational efficiency, performance improvement<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Different Advanced Analytics Techniques<\/h2>\n\n\n\n<p>There is a wide variety of advanced analytics techniques that you can put to good use.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/advanced-analytics-techniques.jpg\" alt=\"Different Advanced Analytics Techniques\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1600px; --smush-placeholder-aspect-ratio: 1600\/900;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/intechhouse.com\/blog\/advanced-data-analytics-definition-and-techniques\/\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>Let\u2019s take a look at each one in more detail.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Predictive Analysis<\/h3>\n\n\n\n<p>Predictive analytics tools can predict future events and make informed decisions based on data, statistics, and modeling techniques.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Data Mining<\/h3>\n\n\n\n<p>Looking to solve complex business problems like discovering customer buying habits and detecting fraud? Data mining is your best friend for analyzing large datasets to identify trends and relationships.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Sentiment Analysis<\/h3>\n\n\n\n<p>This technique uses natural language processing (NLP) to determine the emotional tone of text data, categorizing it as positive, negative, or neutral. Examples include gauging customer comments or <a href=\"https:\/\/mention.com\/en\/blog\/online-reviews\/\" target=\"_blank\" rel=\"noreferrer noopener\">online reviews<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Cluster Analysis<\/h3>\n\n\n\n<p>This powerful technique helps you group similar data points. It\u2019s the ideal method for segmenting customers for targeted marketing campaigns.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Cohort Analysis<\/h3>\n\n\n\n<p>Cohort analysis involves tracking and analyzing a specific group of users over time.<\/p>\n\n\n\n<p>Use this technique to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Measure the effectiveness of marketing campaigns<\/li>\n\n\n\n<li>Understand user behavior within specific groups<\/li>\n\n\n\n<li>Monitor customer churn<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. Data Visualization<\/h3>\n\n\n\n<p>Data visualization uses charts, infographics, plots (and even animations) to represent complex data in a visually appealing and easily understandable way.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7. Complex Event Processing (CEP)<\/h3>\n\n\n\n<p>Analyzes real-time streams of data and correlates seemingly unrelated events to identify opportunities or threats.<\/p>\n\n\n\n<p>For instance, CEP can be used to derive insights from stock or commodity prices based on the relationships between various events.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">8. Machine Learning (ML)<\/h3>\n\n\n\n<p>A branch of <a href=\"https:\/\/mention.com\/en\/blog\/ai-in-social-media-content-creation\/\" target=\"_blank\" rel=\"noreferrer noopener\">artificial intelligence<\/a> (AI) and computer science, machine learning uses data and algorithms to learn from past observations, enabling it to improve its accuracy in future predictions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Power of Advanced Analytics<\/h2>\n\n\n\n<p>Below are some points that\u2019ll help you understand the benefits of advanced analytics for your business.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Unlock Data-Driven Personalization<\/h3>\n\n\n\n<p>Go beyond basic reporting and dive deeper into customer behavior and preferences with advanced analytics. Gain insights to personalize offers, recommendations, and marketing messages for individual customers.<\/p>\n\n\n\n<p>The result? Increased engagement, satisfaction, and <a href=\"https:\/\/mention.com\/en\/blog\/social-media-customer-loyalty\/\" target=\"_blank\" rel=\"noreferrer noopener\">customer loyalty<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/data-driven-personalization.jpg\" alt=\"Data-Driven Personalization\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1978px; --smush-placeholder-aspect-ratio: 1978\/1156;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/www.amazon.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>Take Amazon, for instance. They leverage personalized recommendations based on user browsing and purchase history to generate more sales.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Better Decision-Making<\/h3>\n\n\n\n<p>Advanced analytics help you predict future outcomes based on historical data and trends, allowing you to make more confident decisions.<\/p>\n\n\n\n<p>This capability extends to various fronts, enabling data-driven decision-making in areas like:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Inventory management<\/li>\n\n\n\n<li>Marketing campaigns<\/li>\n\n\n\n<li>Resource allocation<\/li>\n\n\n\n<li>Risk assessment<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/better-decision-making.jpg\" alt=\"Better Decision-Making \" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1725px; --smush-placeholder-aspect-ratio: 1725\/578;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/hightouch.com\/blog\/reverse-etl\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>For instance, <a href=\"https:\/\/hightouch.com\/blog\/reverse-etl\" target=\"_blank\" rel=\"noreferrer noopener\">reverse ETL<\/a> offers a solution to unify customer insights by pushing enriched product and purchase data from the warehouse to operational systems like CRMs and marketing platforms.<\/p>\n\n\n\n<p>That way, your teams can actually use customer data to make informed decisions about future marketing campaigns, and it no longer gets stuck (or remains unused) in siloed data warehouses.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Improved Operational Efficiency<\/h3>\n\n\n\n<p>Analyzing operational data with advanced analytics helps you identify and overcome bottlenecks and inefficiencies and pinpoint areas for improvement.<\/p>\n\n\n\n<p>This allows you to optimize business processes, allocate resources effectively, and streamline business operations. The end goal? Lowering costs while simultaneously increasing productivity.<\/p>\n\n\n\n<p><a href=\"https:\/\/fusionauth.io\/articles\/oauth\/modern-guide-to-oauth\" target=\"_blank\" rel=\"noreferrer noopener\">OAuth<\/a>, a set of specifications simplifying user authentication and authorization delegation for developers, is a valuable tool for achieving this goal.<\/p>\n\n\n\n<p>By implementing OAuth, you can leverage advanced analytics to track and optimize your workflows and gain valuable insights into your users\u2019 behavior and preferences.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Reducing Risks<\/h3>\n\n\n\n<p>Advanced analytics offer greater prediction accuracy compared to traditional BI tools. This helps you avoid costly and risky decisions based on inaccurate forecasts.<\/p>\n\n\n\n<p>Furthermore, advanced analytics provide a holistic view of your business, encompassing past, present, and future data, thereby enabling better risk identification and management.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Reduce Data Security Threats<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/reduce-data-security-threats.jpg\" alt=\"Reduce Data Security Threats \" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1407px; --smush-placeholder-aspect-ratio: 1407\/622;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/www.ibm.com\/reports\/data-breach#:~:text=USD%204.45%20million,over%203%20years.\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>The worldwide or global average<a href=\"https:\/\/www.ibm.com\/reports\/data-breach#:~:text=USD%204.45%20million,over%203%20years.\" target=\"_blank\" rel=\"noreferrer noopener\"> cost of a data breach in 2023<\/a> was $4.45 million, which is a 15% increase since 2020.<\/p>\n\n\n\n<p>These numbers highlight the importance of taking proactive steps to protect your data.<\/p>\n\n\n\n<p>Therefore, analytics can help analyze security logs and identify suspicious activity so that you can detect and respond to threats in real-time, preventing data breaches and protecting sensitive information. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How to Leverage Advanced Analytics<\/h2>\n\n\n\n<p>Now that you understand advanced analytics and its benefits, let\u2019s move to the real question: How can you leverage it for your business?<\/p>\n\n\n\n<p>Now is the perfect time to take your data one step further and leverage advanced analytics to boost productivity.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Uncover Deeper Customer Sentiment<\/h3>\n\n\n\n<p><a href=\"https:\/\/mention.com\/en\/blog\/power-of-sentiment-analysis\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sentiment analysis<\/a> can help you reveal the underlying sentiment behind a mention, helping you identify customer frustration and areas of improvement.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/uncover-deeper-customer-sentiment.jpg\" alt=\"Uncover Deeper Customer Sentiment\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/491;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/mention.com\/en\/blog\/power-of-sentiment-analysis\/\">Source<\/a><\/p>\n\n\n\n<p>However, don\u2019t restrict yourself to one social channel. Use a <a href=\"\/en?page_id=21562\" target=\"_blank\" rel=\"noreferrer noopener\">social listening tool<\/a> aggregating mentions across various social platforms, resulting in a holistic view of customer sentiment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Identify Trends and Influencers<\/h3>\n\n\n\n<p>Discover trending topics and conversations relevant to your brand using advanced analytics. This insights-driven approach can help you build authority and shape your brand perception.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/identify-trends-mention.jpg\" alt=\"Identify trends Mention\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 449px; --smush-placeholder-aspect-ratio: 449\/541;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"\/en?page_id=59522\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>Additionally, uncover dedicated brand advocates and influencers who consistently engage positively with your brand. Collaborating with them can empower you to reach a wider audience and achieve your marketing goals.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Drive Actionable Insights<\/h3>\n\n\n\n<p>As mentioned earlier, don\u2019t waste time and energy on vanity metrics. Instead, connect social media conversations to key business goals like:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Customer service inquiries<\/li>\n\n\n\n<li>Website traffic<\/li>\n\n\n\n<li>Sales<\/li>\n<\/ul>\n\n\n\n<p>Doing so helps clarify the true value of your online presence.<\/p>\n\n\n\n<p>Advanced analytics can also help you refine your campaigns further by segmenting your audience based on demographics, interests, and behavior.<\/p>\n\n\n\n<p>The goal? To create more personalized content and targeted campaigns that resonate with them.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Utilize Predictive Analysis<\/h3>\n\n\n\n<p>Leverage predictive modeling to anticipate customer behavior and upcoming trends. Proactively adapting your marketing strategies helps keep you ahead of the curve as we inch closer to the second half of the year.<\/p>\n\n\n\n<p>Predictive analysis can also help you recommend products, personalize content, and tailor website experiences for individual customers. It\u2019s one of the easiest ways to create a more engaging and satisfying experience.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Invest in the Right Tools and Talent<\/h3>\n\n\n\n<p>There are numerous sentiment analysis, <a href=\"https:\/\/mention.com\/en\/\" target=\"_blank\" rel=\"noreferrer noopener\">brand mention<\/a>, and audience segmentation tools available. So how do you choose the right one?<\/p>\n\n\n\n<p>The key is to find one that aligns with your needs, budget, and audience engagement preferences.<br><br>For example, if you run an e-commerce store and more than 80% of your sales stem from mobile devices, it\u2019s time to invest in \u200ctools that track mobile engagements.<\/p>\n\n\n\n<p>By analyzing mobile data, you can refine your strategies and ensure that productivity initiatives align with mobile users&#8217; preferences and behaviors.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/mobile-analytics.jpg\" alt=\"Mobile analytics\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1260px; --smush-placeholder-aspect-ratio: 1260\/1000;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/www.glassbox.com\/platform\/mobile-app-analytics\/\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p>To effectively leverage data insights, establish a dedicated data analysis team or upskill existing employees in interpreting and translating data into actionable strategies for increased productivity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3 Brands That Leverage Advanced Analytics (and Beyond)<\/h2>\n\n\n\n<p>Here are three brands leveraging advanced analytics to grow their business and what you can learn from each of them.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Netflix: Predicting Binge-Worthy Shows<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/netflix-machine-learning.jpg\" alt=\"Netflix machine learning\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1400px; --smush-placeholder-aspect-ratio: 1400\/707;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/medium.com\/swlh\/netflix-and-the-recommendation-system-e806f062ba74\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p><strong>What they did:<\/strong> Netflix leverages machine learning algorithms to analyze viewing data, which includes what people watch, how long they watch it, and at what point they stop watching.<\/p>\n\n\n\n<p>This analysis helps them predict which shows will most likely be successful and attract new subscribers.<\/p>\n\n\n\n<p><strong>Lesson learned:<\/strong> Analyze customer behavior beyond basic interactions. Seek deeper insights that can predict future actions and preferences.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Spotify: Personalized Playlists for Every Mood<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/spotify-personalized-playlists.jpg\" alt=\"Spotify Personalized Playlists\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1920px; --smush-placeholder-aspect-ratio: 1920\/733;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/newsroom.spotify.com\/2021-09-09\/get-perfect-song-recommendations-in-the-playlists-you-create-with-enhance\/\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p><strong>What they did:<\/strong> Spotify leverages sentiment analysis and natural language processing (NLP) to understand the emotional context of user preferences.<\/p>\n\n\n\n<p>They analyze song lyrics, playlists, and search terms to unlock insights into users\u2019 moods and activities. This allows them to create highly personalized playlists that resonate with users on a deeper level.<\/p>\n\n\n\n<p><strong>Lesson learned:<\/strong> To build stronger connections with your customers, don\u2019t just rely on basic demographics. Delve deeper and understand their emotional needs and preferences.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Nike: Optimizing Supply Chains with Predictive Analytics<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/nike-supply-chain.jpg\" alt=\"Nike supply chain\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1918px; --smush-placeholder-aspect-ratio: 1918\/1076;\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/www.logisticsinsider.in\/how-nike-emerged-from-supply-chain-snarls-with-sustainability-at-its-core\/\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p><strong>What they did:<\/strong> Nike leverages machine learning models to predict demand for specific products in different regions.<\/p>\n\n\n\n<p>These models consider weather data, social media trends, and historical sales data, enabling Nike to optimize inventory levels and avoid stock outs or overstocking.<\/p>\n\n\n\n<p><strong>Lesson learned:<\/strong> Combine external data sources with internal data for a more holistic view. This will help you anticipate future trends and optimize operations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Get Started With Advanced Analytics Tools<\/h2>\n\n\n\n<p>While social media mentions offer valuable insights, advanced analytics unlock deeper insights. Imagine predicting peak sales periods, identifying emerging customer trends, and optimizing campaigns for maximum impact.<\/p>\n\n\n\n<p>Unleash the power of data-driven decisions with <a href=\"https:\/\/mention.com\/en\/\" target=\"_blank\" rel=\"noreferrer noopener\">Mention<\/a>. Our cutting-edge platform enables brands and agencies to monitor the web, listen to their audience, and manage social media.<\/p>\n\n\n\n<p>Want to learn more about Mention and how it can help your brand grow online?<\/p>\n\n\n\n<p><a href=\"https:\/\/social.agorapulse.com\/mention-demo\" target=\"_blank\" rel=\"noreferrer noopener\">Book a demo now<\/a>!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Forget just \u201cspring cleaning\u201d your home this season \u2014 how about spring cleaning your productivity with the power of data and advanced analytics? Look beyond the mentions and leverage advanced analytics to unlock insights that help you propel toward an efficient and fulfilling quarter. This blog deep-dives into advanced analytics, exploring different techniques and tools &hellip; <a href=\"https:\/\/mention.com\/en\/blog\/advanced-analytics\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Beyond Mentions: Leveraging Advanced Analytics<\/span><\/a><\/p>\n","protected":false},"author":469,"featured_media":61474,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[348,645],"tags":[],"class_list":["post-61473","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-social-listening","category-social-media-analysis"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Advanced analytics : Definition, Techniques and Benefits | Mention<\/title>\n<meta name=\"description\" content=\"Elevate your productivity game with advanced analytics. Learn techniques, tools, and case studies for optimized decision-making and workflow enhancements.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mention.com\/en\/blog\/advanced-analytics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Advanced analytics : Definition, Techniques and Benefits | Mention\" \/>\n<meta property=\"og:description\" content=\"Elevate your productivity game with advanced analytics. Learn techniques, tools, and case studies for optimized decision-making and workflow enhancements.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mention.com\/en\/blog\/advanced-analytics\/\" \/>\n<meta property=\"og:site_name\" content=\"Mention\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-18T11:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-06T15:01:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mention.com\/wp-content\/uploads\/2024\/03\/advanced-analytics.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1400\" \/>\n\t<meta property=\"og:image:height\" content=\"920\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Amal Moursi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Amal Moursi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"12 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/\"},\"author\":{\"name\":\"Amal Moursi\",\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/#\\\/schema\\\/person\\\/ff059872ef555ba96f1f408269335cf2\"},\"headline\":\"Beyond Mentions: Leveraging Advanced Analytics\",\"datePublished\":\"2024-03-18T11:00:00+00:00\",\"dateModified\":\"2025-01-06T15:01:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/\"},\"wordCount\":2059,\"publisher\":{\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mention.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/advanced-analytics.jpg\",\"articleSection\":[\"Social listening\",\"Social media analysis\"],\"inLanguage\":\"en\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/\",\"url\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/\",\"name\":\"Advanced analytics : Definition, Techniques and Benefits | Mention\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mention.com\\\/en\\\/blog\\\/advanced-analytics\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mention.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/advanced-analytics.jpg\",\"datePublished\":\"2024-03-18T11:00:00+00:00\",\"dateModified\":\"2025-01-06T15:01:35+00:00\",\"description\":\"Elevate your productivity game with advanced analytics. 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