{"id":4431,"date":"2022-01-28T12:43:56","date_gmt":"2022-01-28T12:43:56","guid":{"rendered":"http:\/\/empmonitor.com\/blog\/?p=4431"},"modified":"2025-11-17T17:19:15","modified_gmt":"2025-11-17T11:49:15","slug":"behavior-analytics-top-applications-2022","status":"publish","type":"post","link":"https:\/\/empmonitor.com\/blog\/behavior-analytics-top-applications-2022\/","title":{"rendered":"Behavior Analytics- Top Applications 2022"},"content":{"rendered":"<p><em><span style=\"font-weight: 400;\">Before learning about the uses of<\/span> <strong>behavior analytics<\/strong><span style=\"font-weight: 400;\"> in various fields, let us first briefly understand what is user behavior analytics and what is behavior analytics?\u00a0<\/span><\/em><\/p>\n<p><strong>User behavior Analytics(UBA)\/ User and Entity Behavior Analytics(UEBA)<\/strong><\/p>\n<p><strong>UBA<\/strong> <span style=\"font-weight: 400;\">is a cybersecurity technology that traces a system\u2019s users to identify targeted attacks, insider threats, and financial fraud by applying monitoring tools before a data breach, facilitating threat detection and constant risk assessment without clogging the end-user experience.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It relies on automated examination of big data to recognize and stop potential cyberattacks in real-time. Big data platforms are increasing UBA functionality by analyzing petabytes worth of data to discover advanced persistent threats.<\/span><\/p>\n<p><strong>What is Behavior Analytics?<\/strong><\/p>\n<p><strong>Behavior Analytics or behavioral data analytics<\/strong><span style=\"font-weight: 400;\"> is a part of data analytics\/ business analytics that accumulates relevant insights into the user behavior on eCommerce platforms, web, mobile applications, online games, and IoT.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It focuses on recognizing opportunities for optimizing and realizing targeted business goals.<\/span><\/p>\n<p><strong>Digital behavior analytics<\/strong><span style=\"font-weight: 400;\"> recognize consumer behavior to deliver accurate predictions about their behavior for advertising their products and services for successful conversions at the best time.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It enables marketers to make the right offers to the right consumer segments at the right time.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The most constraining question on a product manager\u2019s mind is, \u201c are people using my product?\u201d and vanity metrics like daily active users and sessions are not dependable references to answer this question.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Understanding<\/span> <em>behavior analytics<\/em><span style=\"font-weight: 400;\"> is essential to strengthening engagement, retention, conversion rates, lifetime value, including revenue.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This thorough analysis to understand the impact of your business decision is behavioral analysis.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Customer-centric teams use <\/span><strong>customer behavior analytics<\/strong><span style=\"font-weight: 400;\"> for their product decisions and strategy to gain insights into their user\u2019s challenges.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Events are the building blocks of this behavioral analysis that unravels how customer engagement impacts retention, conversion, and revenue.<\/span><\/p>\n<p><em><span style=\"font-weight: 400;\">Events represent any activity associated with the user.<\/span><\/em><\/p>\n<p><span style=\"font-weight: 400;\">Sending optimal event data to your analytics platform is the most crucial step in learning how your users are engaging with your product.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Remember, implement your analytics carefully to get the best value of your data.<\/span><\/p>\n<p><em><strong>Start off analyzing the right way-<\/strong><\/em><\/p>\n<h2><b>How to Start Using Behavior Analytics the Right Way<\/b><\/h2>\n<p><a href=\"https:\/\/empmonitor.com\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4443 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image2-1.jpg\" alt=\"how-to-analyze-behavior-analytics\" width=\"1024\" height=\"576\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image2-1.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image2-1-300x169.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image2-1-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<h3><b>1. Define your Business and Analytics<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Plan the business objectives that you want to achieve.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Establish the key performance metrics (KPIs)you need to focus on, like- increase onboarding conversion, increasing retention for paying customers or increase in checkout funnel conversion<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Before starting data taxonomy, define KPIs to send an accurate event to the best project for KPI tracking.<\/span><\/p>\n<h3><b>2. Map Out Critical Paths in Alignment with Your Goals.<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Critical paths are a sequence of actions a user takes that align with your product\u2019s purpose.\u00a0<\/span><\/p>\n<p><strong>For an e-Commerce Product-<\/strong><\/p>\n<p><em><span style=\"font-weight: 400;\">Search \u2192 Browse Products \u2192 Add to Cart \u2192 Checkout \u2192 Order Confirmation<\/span><\/em><\/p>\n<p><strong>For a Gaming App-<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">A critical path is when a user opens the app and registers for a gaming tutorial.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Four distinct events in onboarding flow for gaming app will be-<\/span><\/p>\n<p><em><span style=\"font-weight: 400;\">user opens app &gt;&gt; user registers &gt;&gt; user verifies account &gt;&gt; user completes tutorial<\/span><\/em><\/p>\n<p><b>You can break this path into a series of events like-<\/b><\/p>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u2018App Open\u2019, \u2018Registration \u2013 Personal Info Populated\u2019, \u2018Registration \u2013 Avatar Selected\u2019, \u2018Registration \u2013 Complete\u2019, \u2018Game Tutorial \u2013 Started\u2019, and \u2018Game Tutorial \u2013 Watched\u2019.<\/span><\/em><\/p>\n<p><span style=\"font-weight: 400;\">Make sure to track events answering your business and analytics goal, and add \/update more events later as the goals evolve.<\/span><\/p>\n<h3><b>3. Understand User Identification Process<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Most analytics platforms require configuration with some identifier\u2013 a username or email to match data from multiple devices and sessions to one user.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hence, the user ID must remain constant.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Another important aspect is when a user signs in, most of the analytics count unique users when they \u2018see\u2019 a new device or a new user ID.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A challenge arises when a device \u2018anonymously\u2019 logs an event performed by a user already in the system.<\/span><\/p>\n<h3><b>4. Decide on Cross-Platform Behavior Analytics<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Should you tie your data together or separate it on multiple platforms?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Answer this before moving ahead!<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Make sure your analytics solution can implement cross-platform instrumentation if you aim to understand user behavior across the entire journey.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you\u2019re expecting different behavior across platforms, cross-platform instrumentation should not be a priority.<\/span><\/p>\n<h3><b>5. Establish the \u2018Minimum Viable Instrumentation\u2019<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Once you set up your analytics and organize your events, it\u2019s time to start accessing basic app metrics.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You should now integrate analytics solution\u2019s mobile SDK or HTTP API and assign user IDs.<\/span><\/p>\n<h3><b>6. Track Events<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Start tracking the events and critical paths.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You don\u2019t have to track every action in your app, but track events that are necessary steps in onboarding, conversion, and retention.<\/span><\/p>\n<h3><b>7. Set user properties and event properties.<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Assigning user properties and event properties is vital for gaining profound acumen into customer behavior.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A user property describes attributes of a person using your app (e.g. age, gender, location).\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">An event property describes a property of an event (e.g. how long someone performs the event).<\/span><\/p>\n<h3><b>8. Verify whether Events are Properly Tracked<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">To verify if you have implemented everything accurately, use a test device to progress through the app.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you can view your analytics in real-time, you should see the device firing events at every step.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Once your test data works, start sending live data.<\/span><\/p>\n<h3><b>9. Start User Behavior<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Instrumenting user behavior events is a meaningful investment in giving your team access to the data they need to measure the impact of product decisions. Start your journey for more successful decisions.<\/span><\/p>\n<h3><b>Behavior Analytics Usage<\/b><\/h3>\n<h3><b>In Cybersecurity<\/b><\/h3>\n<p><a href=\"https:\/\/empmonitor.com\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4445 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image5-1.jpg\" alt=\"behavior-analytics-in-cybersecurity\" width=\"1024\" height=\"576\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image5-1.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image5-1-300x169.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image5-1-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><strong>Behavior analytics<\/strong><span style=\"font-weight: 400;\"> is user and entity behavior analytics or<\/span> <strong>UEBA<\/strong><span style=\"font-weight: 400;\"> in<\/span> <strong>cybersecurity<\/strong><b>.<\/b><\/p>\n<p><strong>UEBA<\/strong><span style=\"font-weight: 400;\"> can sift through an entire organization\u2019s data to generate high-quality leads for security analysts to estimate for saving time and money.\u00a0<\/span><\/p>\n<p><b>UBA<\/b><span style=\"font-weight: 400;\"> keeps a close watch on activities performed- from apps used to network activity and most critical files accessed, everything gets tracked regardless of whether the activities are coming from an insider, hacker, or even malware.<\/span><\/p>\n<p><strong>Cybersecurity<\/strong><span style=\"font-weight: 400;\"> uses rule-driven((an important part of a layered analytics security approach) frameworks to detect possible cyber threats.<\/span><\/p>\n<p><em><span style=\"font-weight: 400;\">Behavior analytics<\/span><\/em><span style=\"font-weight: 400;\"> practices complex machine learning algorithms to parse user and entity data across an enterprise and discover unexpected behavior pointing to a potential security breach.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Although UBA won\u2019t thwart hackers from going inside your system, it can depreciate the damage by warning the security department of any abnormal <a href=\"\/blog\/tips-to-behave-rightly-in-the-corporate-world\/\" target=\"_blank\" rel=\"noopener\">behavior exhibited by employees<\/a>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">One of the most beneficial applications of behavioral analytics in cybersecurity is recognizing insider threats from employees, detecting APTs(advanced persistent threats which facilitate escaping triggering rules for persistence in access), and detecting zero-day attacks. Zero-day attacks are new attacks that haven&#8217;t been used before and have no rules written to detect them.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Threat detection and data leak prevention is the prime precedence of all organizations considering the immediate remote work situation, and otherwise also.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">These are the gist concerns of cybersecurity of every organization.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As employees have passage to sensitive information, defense rules are often not triggered.\u00a0<\/span><\/p>\n<p><strong>EmpMonitor<\/strong> <span style=\"font-weight: 400;\">has attained prominence in recent years for being the preeminent <\/span><strong>employee management software<\/strong><span style=\"font-weight: 400;\"> empowering employers to detect insider threats and malicious trespassers.<\/span><\/p>\n<p><a href=\"https:\/\/empmonitor.com\/start-free-trial\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4447 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image8.jpg\" alt=\"empmonitor\" width=\"1881\" height=\"898\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image8.jpg 1881w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image8-300x143.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image8-768x367.jpg 768w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image8-1024x489.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image8-1080x516.jpg 1080w\" sizes=\"(max-width: 1881px) 100vw, 1881px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">To protect vital data and intellectual properties such as customer information, financial data, credit card, and other vital pieces of information, EmpMonitor has come up with more clever detection and tracking capabilities than earlier.<\/span><\/p>\n<p><strong>Some Key Features-<\/strong><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Monitor, record, and audit on-screen movement for each employees&#8217; PC to identify deceptive or illicit practices, if any.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Top Websites used<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Keystroke Logging<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Internet Activity Tracking<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Desktop Monitoring<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Productivity Analysis and Measurement<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Real-time Screenshots<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Recognize Insider Threats<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Recognize Compromised Accreditations.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">With its advanced threat detection and data leak prevention features,<\/span> <strong>EmpMonitor<\/strong><span style=\"font-weight: 400;\"> is revolutionizing cybersecurity like never before.<\/span><\/p>\n<h3><b>In IoT<\/b><\/h3>\n<p><a href=\"https:\/\/empmonitor.com\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4449 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image9.jpg\" alt=\"Iot-behavior-analytics\" width=\"1024\" height=\"576\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image9.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image9-300x169.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image9-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><b>IoT<\/b><span style=\"font-weight: 400;\">(Internet of things) is a network of peripheral devices that connect to the internet or other devices to create a web of connected devices.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">IoT<\/span> <strong>behavior analytics<\/strong><span style=\"font-weight: 400;\"> gauges how the systems, product, or smart machine functions in \u2018real life\u2019 while comparing the actual behavior to the system spec.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">By doing so, product teams directly obtain visibility into features used, their usage, and why they are used.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Behavioral analysis is practiced as a baseline to establish the behavior of groups of similar IoT devices to recognize anomalous behavior.<\/span><\/p>\n<p><b>IoT<\/b><span style=\"font-weight: 400;\"> is experiencing notable growth in manufacturing, supply chain, and consumer products by collecting behavioral data and practicing that to derive insights or relevant actions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Smartwatches and other IoT devices have become much more mainstream that even a casual video game will wear a heart rate monitor that displays for viewers to see.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Examples of IoT applications that use <\/span><b>behavior analytics <\/b><span style=\"font-weight: 400;\">are:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Smartwatches that track biometrics<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Doorbell cameras<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Smart thermostats that track temperature preference.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Smart voice assistants<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Businesses augment their capabilities by using IoT with behavior analytics to improve their operations for decreased costs, accurate delivery estimates, and superior product care.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">IoT &amp; behavioral data in the consumer space-<\/span><\/p>\n<ul>\n<li><b>Supply Chain<\/b><span style=\"font-weight: 400;\">: Sensors to track the driving behavior to ensure policy compliance and safe driving.<\/span><\/li>\n<li style=\"font-weight: 400;\"><strong>Healthcare<\/strong><span style=\"font-weight: 400;\"><strong>:<\/strong> Hospitals can use IoT devices to diagnose the health of their patients and send timely alerts when necessary.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">IoT devices &amp; behavior analytics will continue to grow because of the importance of providing value to consumers and mainstream businesses.<\/span><\/p>\n<h3>Big Data<\/h3>\n<p><a href=\"https:\/\/empmonitor.com\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4451 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image3-1.jpg\" alt=\"big-data\" width=\"1024\" height=\"576\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image3-1.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image3-1-300x169.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image3-1-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Big Data is one of the most remarkable things to occur in the marketing industry if you understand how to make the most profitable use of it.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As the name suggests \u2018Big data\u2019 means a large amount of data, and more data enhances the effectiveness of analytics. Big data enhances the effectiveness of customer experience when many powerful algorithms are inefficient with little data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Most companies are using data analytics to have a better understanding of the buying habits of customers, because it can enhance their ability to serve their consumers and increase revenue.\u00a0<\/span><\/p>\n<p><strong>Behavior analytics<\/strong><span style=\"font-weight: 400;\"> complements big data by generating &amp; collecting an enormous amount of data to track user behavior for a more profitable consumer experience.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Many enterprises struggle to adopt big data due to the amount of data generated, data paywalls, or data regulation that makes it difficult to collect and use entities\u2019 data.(cookies warning before tracking your experience through behavior analytics to optimize the website design).<\/span><\/p>\n<p>Consequently, organizations are increasingly looking for strategies on <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/reverbico.com\/blog\/how-to-get-around-a-paywall\/\" target=\"_blank\" rel=\"noopener\">how to get through paywalls<\/a><\/span> to access critical data for informed decision-making.<\/p>\n<p><span style=\"font-weight: 400;\">Some industries like website advertising have embraced big data more than others.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For example, web advertising tests (A\/B testing) enable quick data gathering and analysis to yield adequate metrics for comparing ads.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">One of the richest sources of behavioral data is IoT to such a dimension that the entire company concentrates on behavioral analytics from resulting IoT data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Big data\u2019s impact on consumer behavior analysis depends on its use.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Companies fine-tune their marketing programs for good results by examining data through behavior analytics.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Some companies claim that the data size is inconsequential, while others say that unstructured data can help analyze sales, customer service, and product and service trends.\u00a0<\/span><\/p>\n<h3><b>Machine Learning<\/b><\/h3>\n<p><a href=\"https:\/\/empmonitor.com\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4453 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image7.jpg\" alt=\"machine-learning\" width=\"1024\" height=\"576\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image7.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image7-300x169.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image7-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\"><em>Behavior analytics<\/em> utilizes machine learning to emanate insights or automate decision-making.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Machine learning (ML) is the study of computer algorithms that improve automatically through experience and by using data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Machine learning is especially useful in analyzing large amounts since the algorithms can process vast amounts of data.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The large volume of behavior data makes effective analyzing hard on an individual level, and machine learning trains algorithms to predict a value or classify massive data for better understanding.<\/span><\/p>\n<p><strong>Some examples of behavior analytics &amp; machine learning are:<\/strong><\/p>\n<ul>\n<li><strong>Insider Threats<\/strong><span style=\"font-weight: 400;\">: Security programs use machine learning to identify anomalous behavior that may indicate insider threats related to employees.<\/span><\/li>\n<li style=\"font-weight: 400;\"><strong>Customer Segmentation<\/strong><span style=\"font-weight: 400;\">: Customers have different buying behavior and thus exhibit different preferences. Machine learning can be used to segment a customer landscape to identify a business\u2019 most valuable customers.<\/span><\/li>\n<li style=\"font-weight: 400;\"><strong>Facial Emotion Detection<\/strong><span style=\"font-weight: 400;\">: Using complex machine learning that compounds facial recognition and classification, these systems can now detect emotions that people are feeling.<\/span><\/li>\n<\/ul>\n<h3><b>eCommerce<\/b><\/h3>\n<p><a href=\"https:\/\/empmonitor.com\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4455 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/behavior-analytics-in-ecommerce.jpg\" alt=\"behavior-analytics-in-ecommerce\" width=\"1024\" height=\"576\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/behavior-analytics-in-ecommerce.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/behavior-analytics-in-ecommerce-300x169.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/behavior-analytics-in-ecommerce-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Amazon is ruling the roost in ecommerce because it utilized behavioral analytics to best use by paying attention to\u00a0 analyzing both consumers\u2019 browsing habits and consumers\u2019 buying habits\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">By evaluating consumer buying habits companies can identify optimal opportunities for both product promotions and bundles.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A great example of bundles that are determined by behavioral analytics is on Amazon\u2019s product pages below the initial product details.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Usually the bundles include a few other items that others purchased with the same product. (Purchasing the bundle gives a slight discount).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Buying habit data also enables customer segmentation using unsupervised machine learning methods such as clustering.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Customer segmentation helps companies understand general buying habits of groups of people to better identify ways to cater to broad groups of people.<\/span><\/p>\n<p><span style=\"color: #ff0000;\"><em><strong>Also Read<\/strong><\/em><\/span>&#8211; <a href=\"https:\/\/empmonitor.com\/blog\/user-behavior-analytics-2022\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\"><em>User Behavior Analytics 2022<\/em><\/span><\/a><\/p>\n<h3><b>Finance<\/b><\/h3>\n<p><a href=\"https:\/\/empmonitor.com\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"aligncenter wp-image-4457 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image1.jpg\" alt=\"behavior-analytics-in-finance\" width=\"1024\" height=\"576\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image1.jpg 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image1-300x169.jpg 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2022\/01\/image1-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Behavior machine learning algorithms can efficiently catch fraudulent transactions, as they can instantly flag any potential frauds whenever an unusual transaction occurs.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Most prominently, it is used in financial companies to catch fraudulent activities detected from unusual consumer behavior.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">An example that may suggest fraud is if a consumer buys shoes in India and 30 minutes later purchases clothes in London, as it would be impossible to make both purchases that fast.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Another example of unusual behavior is a costly purchase that they have never made before in a location they have never been to.<\/span><\/p>\n<h3><b>Why is Behavioral Analytics Different from Other Types of Business Analytics?\u00a0<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Behavioral analytics combines two technologies: user segmentation and behavioral or event tracking.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">While some analytics vendors offer only one or the other\u2014user (object) data or behavioral (event) data\u2014behavioral analytics ties users to the events they trigger, thus producing a map of their actions as a flow or customer journey.\u00a0\u00a0<\/span><\/p>\n<blockquote><p><span style=\"color: #ff0000;\"><em><strong>Latest Posts-<\/strong><\/em><\/span><\/p>\n<p class=\"entry-title\"><a href=\"https:\/\/empmonitor.com\/blog\/productivity-definition-considerations-and-more\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\"><em><strong>Productivity- Definition, Considerations, Some Tips &amp; More<\/strong><\/em><\/span><\/a><\/p>\n<p><a href=\"https:\/\/empmonitor.com\/blog\/employee-time-calculator\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\"><em><strong>12 Reasons of Using Employee Time Calculator in Your Organization<\/strong><\/em><\/span><\/a><\/p>\n<p><a href=\"https:\/\/empmonitor.com\/blog\/remote-management-11-effective-tips-2022\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"color: #0000ff;\"><em><strong>11 Effective Remote Team Management Tips 2022<\/strong><\/em><\/span><\/a><\/p>\n<div class=\"post-meta\"><\/div>\n<\/blockquote>\n<h3><b>Summary<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">The massive expanse of software has fundamentally transformed the world we live in.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Behavior analytics is the key to understanding your customers, and how they really experience and interact with your website or app.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Customer centric teams use behavioral analytics in their day-to-day to inform their product decisions and strategy.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Behavior analytics utilizes a combination of big data analytics and artificial intelligence on user behavioral data to identify patterns, trends, anomalies, and other useful insights to enable appropriate actions.\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/empmonitor.com\/start-free-trial\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"alignnone wp-image-4078 size-full\" src=\"http:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2021\/12\/Empmonitor-02.png\" alt=\"empmonitor\" width=\"2917\" height=\"1667\" srcset=\"https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2021\/12\/Empmonitor-02.png 2917w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2021\/12\/Empmonitor-02-300x171.png 300w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2021\/12\/Empmonitor-02-768x439.png 768w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2021\/12\/Empmonitor-02-1024x585.png 1024w, https:\/\/empmonitor.com\/blog\/wp-content\/uploads\/2021\/12\/Empmonitor-02-1080x617.png 1080w\" sizes=\"(max-width: 2917px) 100vw, 2917px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Before learning about the uses of behavior analytics in various fields, let us first briefly understand what is user behavior analytics and what is behavior analytics?\u00a0 User behavior Analytics(UBA)\/ User and Entity Behavior Analytics(UEBA) UBA is a cybersecurity technology that traces a system\u2019s users to identify targeted attacks, insider threats, and financial fraud by applying [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":4442,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[151,20,163],"tags":[725,913,914],"class_list":["post-4431","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-general","category-employee-monitoring-software","category-insights","tag-user-behavior-analytics","tag-behavior-analytics","tag-customer-behavior-analytics","et-has-post-format-content","et_post_format-et-post-format-standard"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/posts\/4431","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/comments?post=4431"}],"version-history":[{"count":2,"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/posts\/4431\/revisions"}],"predecessor-version":[{"id":22444,"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/posts\/4431\/revisions\/22444"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/media\/4442"}],"wp:attachment":[{"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/media?parent=4431"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/categories?post=4431"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/empmonitor.com\/blog\/wp-json\/wp\/v2\/tags?post=4431"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}