{"id":2696,"date":"2018-06-28T11:35:37","date_gmt":"2018-06-28T11:35:37","guid":{"rendered":"https:\/\/clickceasebiz.com\/blog\/?p=2696"},"modified":"2023-05-24T10:42:18","modified_gmt":"2023-05-24T10:42:18","slug":"click-fraud-detection-algorithm","status":"publish","type":"post","link":"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/","title":{"rendered":"How Does A Click Fraud Detection Algorithm Work?"},"content":{"rendered":"<h2><b>First, what happens when there is no click fraud detection algorithm protecting your Google Ads campaigns?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Click fraud is a major problem that costs advertisers up to 20% of their ad spend. Not only is it a big and frustrating problem, but it\u2019s increasing as the world becomes more digital.\u00a0 \u00a0 \u00a0 \u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Click fraud can be carried out automatically or manually:<\/span><\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Automatic click fraud &#8211; The automated route is carried out using bots. These bots are programmed to click ads over and over again. How do you detect click fraud being carried out by a bot? One red flag, for example, is a user that uses a very similar IP address over and over again and has zero engagement with the ad\u2019s website. Another good way to detect if you\u2019re getting hit by automated click fraud is if the cursor movement of the mouse to the button on the ad is a straight line \u2013 a perfect line isn\u2019t human.\u00a0 \u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Manual click fraud &#8211; Much more simple to execute. It is carried out by humans, either individuals or masses of people working in click farms and whose jobs are to sit and click on ads all day. A good way to detect manual click fraud is if you\u2019re getting more clicks than your normal amount and if the geolocation is unusual or irrelevant to your ads.\u00a0 \u00a0\u00a0<\/span><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">You can calculate for yourself what 20% of spam clicks may cost your Google Ads campaigns. Just imagine competitors, bots, and other non-customers fraudulently clicking on your ads. Once fraudsters realize they can get away with fraudulently clicking your ads, you\u2019ll quickly be left with a drained budget and zero real customers or leads.\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Without a click fraud detection algorithm protecting your ads 24\/7 and working on your side to fend off the fake clicks, you\u2019re completely vulnerable.\u00a0\u00a0<\/span><\/p>\n<p>This video shows what type of click fraud is detected by an algorithm:<\/p>\n<p><script src=\"https:\/\/fast.wistia.com\/embed\/medias\/emy801sbey.jsonp\" async=\"\"><\/script> <script src=\"https:\/\/fast.wistia.com\/assets\/external\/E-v1.js\" async=\"\"><\/script><\/p>\n<div class=\"wistia_responsive_padding\" style=\"padding: 56.25% 0 0 0; position: relative;\">\n<div class=\"wistia_responsive_wrapper\" style=\"height: 100%; left: 0; position: absolute; top: 0; width: 100%;\">\n<div class=\"wistia_video_foam_dummy\" style=\"border: 0px; display: block; height: 0px; margin: 0px; padding: 0px; position: static; visibility: hidden; width: auto;\" data-source-container-id=\"wistia-emy801sbey-1\"><\/div>\n<div class=\"wistia_video_foam_dummy\" style=\"border: 0px; display: block; height: 0px; margin: 0px; padding: 0px; position: static; visibility: hidden; width: auto;\" data-source-container-id=\"wistia-emy801sbey-1\"><\/div>\n<div class=\"wistia_video_foam_dummy\" style=\"border: 0px; display: block; height: 0px; margin: 0px; padding: 0px; position: static; visibility: hidden; width: auto;\" data-source-container-id=\"wistia-emy801sbey-1\"><\/div>\n<div id=\"wistia-emy801sbey-1\" class=\"wistia_embed wistia_async_emy801sbey videoFoam=true wistia_embed_initialized\" style=\"height: 326px; position: relative; width: 580px;\">\n<div class=\"wistia_swatch\" style=\"height: 100%; left: 0; opacity: 0; overflow: hidden; position: absolute; top: 0; transition: opacity 200ms; width: 100%;\"><img decoding=\"async\" style=\"filter: blur(5px); height: 100%; object-fit: contain; width: 100%;\" src=\"https:\/\/fast.wistia.com\/embed\/medias\/emy801sbey\/swatch\" alt=\"\" \/><\/div>\n<div id=\"wistia_chrome_152\" class=\"w-chrome\" style=\"display: inline-block; height: 326px; margin: 0px; padding: 0px; position: relative; vertical-align: top; width: 580px; zoom: 1; outline: none; overflow: hidden; box-sizing: content-box;\" tabindex=\"-1\">\n<div id=\"wistia_grid_159_wrapper\" style=\"display: block; width: 580px; height: 326px;\">\n<div id=\"wistia_grid_159_above\" style=\"height: 0px; font-size: 0px; line-height: 0px;\"><\/div>\n<div id=\"wistia_grid_159_main\" style=\"width: 580px; left: 0px; height: 326px; margin-top: 0px;\">\n<div id=\"wistia_grid_159_behind\"><\/div>\n<div id=\"wistia_grid_159_center\" style=\"width: 100%; height: 100%;\">\n<div class=\"w-video-wrapper w-css-reset\" style=\"height: 100%; position: absolute; top: 0px; width: 100%; opacity: 1; background-color: #000000;\"><video id=\"wistia_simple_video_194\" style=\"background: transparent; display: block; height: 100%; max-height: none; max-width: none; position: static; visibility: visible; width: 100%; object-fit: contain;\" src=\"blob:https:\/\/www.clickcease.com\/4946fff1-34bd-4613-8f50-455c92216f2f\" crossorigin=\"anonymous\" poster=\"https:\/\/fast.wistia.com\/assets\/images\/blank.gif\" preload=\"metadata\" width=\"300\" height=\"150\"><\/video><\/div>\n<div class=\"w-ui-container\" style=\"height: 100%; left: 0px; position: absolute; top: 0px; width: 100%; opacity: 1;\">\n<div id=\"w-vulcan-v2-158\" class=\"w-vulcan-v2 w-css-reset\" style=\"box-sizing: border-box; cursor: default; height: 100%; left: 0px; position: absolute; visibility: visible; top: 0px; width: 100%;\" tabindex=\"0\" role=\"region\" aria-label=\"Video\">\n<div class=\"w-vulcan--background w-css-reset\" style=\"height: 100%; left: 0px; position: absolute; top: 0px; width: 100%;\">\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"statusBar\"><\/div>\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"thumbnail\">\n<div>\n<div class=\"w-css-reset\" style=\"filter: blur(5px); height: 100%; position: absolute; width: 100%; display: block;\"><img decoding=\"async\" class=\"w-css-reset\" style=\"box-sizing: content-box; height: 326px; left: 0px; top: 0px; width: 580px; clip: auto; display: block; position: absolute; border: 0px solid #000000;\" src=\"https:\/\/fast.wistia.com\/embed\/medias\/emy801sbey\/swatch\" alt=\"a video thumbnail\" \/><\/div>\n<div class=\"w-css-reset\" style=\"height: 100%; opacity: 1; position: absolute; width: 100%; display: block; transition: opacity 3s ease 0s;\"><img decoding=\"async\" class=\"w-css-reset alignnone\" style=\"box-sizing: content-box; height: 326px; left: 0px; top: 0px; width: 580px; clip: auto; display: block; position: absolute; border: 0px solid #000000;\" src=\"https:\/\/embedwistia-a.akamaihd.net\/deliveries\/f45260faf9b5fc9151011e436d431130123aa570.jpg?image_crop_resized=640x360\" srcset=\"https:\/\/embedwistia-a.akamaihd.net\/deliveries\/f45260faf9b5fc9151011e436d431130123aa570.jpg?image_crop_resized=640x360 320w, https:\/\/embedwistia-a.akamaihd.net\/deliveries\/f45260faf9b5fc9151011e436d431130123aa570.jpg?image_crop_resized=640x360 640w, https:\/\/embedwistia-a.akamaihd.net\/deliveries\/f45260faf9b5fc9151011e436d431130123aa570.jpg?image_crop_resized=960x540 960w, https:\/\/embedwistia-a.akamaihd.net\/deliveries\/f45260faf9b5fc9151011e436d431130123aa570.jpg?image_crop_resized=1280x720 1280w, https:\/\/embedwistia-a.akamaihd.net\/deliveries\/f45260faf9b5fc9151011e436d431130123aa570.jpg?image_crop_resized=1920x1080 1920w, https:\/\/embedwistia-a.akamaihd.net\/deliveries\/f45260faf9b5fc9151011e436d431130123aa570.jpg?image_crop_resized=1920x1080 3840w\" alt=\"Click fraud detection\" width=\"1422\" height=\"800\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w-vulcan-overlays-table w-css-reset\" style=\"display: table; pointer-events: none; position: absolute; width: 100%;\">\n<div class=\"w-vulcan-overlays--left w-css-reset\" style=\"display: table-cell; vertical-align: top; position: relative; width: 0px;\">\n<div class=\"w-css-reset\" style=\"height: 295px;\"><\/div>\n<\/div>\n<div class=\"w-vulcan-overlays--center w-css-reset\" style=\"display: table-cell; vertical-align: top; position: relative; width: 100%;\">\n<div class=\"w-css-reset\" style=\"height: 295px;\">\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"bigPlayButton\">\n<div class=\"w-bpb-wrapper w-css-reset w-css-reset-tree\" style=\"display: block; left: 50%; position: absolute; top: 50%; transform: translate(-50%, -50%);\"><\/div>\n<\/div>\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"clickForSoundButton\">\n<div class=\"w-css-reset w-css-reset-tree\" style=\"display: none; height: 100%; left: 0px; pointer-events: none; position: absolute; top: 0px; width: 100%;\">\n<div style=\"color: white; display: inline-block; font-family: WistiaPlayerOverpass, Helvetica, sans-serif; font-size: 14.1375px; margin-left: -4.35px; margin-top: -0.815625px; vertical-align: top; white-space: nowrap; width: 36%;\">Click for sound<\/div>\n<\/div>\n<\/div>\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"loadingIndicator\"><\/div>\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"playPauseNotifier\"><\/div>\n<\/div>\n<\/div>\n<div class=\"w-vulcan-overlays--right w-css-reset\" style=\"display: table-cell; vertical-align: top; position: relative; width: 0px;\">\n<div class=\"w-css-reset\" style=\"height: 295px;\"><\/div>\n<\/div>\n<\/div>\n<div class=\"w-bottom-bar w-css-reset\" style=\"bottom: 0px; border-collapse: collapse; display: table; height: 31px; left: 0px; opacity: 1; pointer-events: none; position: absolute; table-layout: auto; transition: opacity 0s ease 0s; width: 100%;\">\n<div class=\"w-bottom-bar-upper w-css-reset\" style=\"display: none;\">\n<div class=\"w-css-reset\" style=\"height: 100%; pointer-events: auto;\" data-handle=\"upperPlaybar\">\n<div class=\"w-playbar-wrapper w-css-reset w-css-reset-tree\" style=\"cursor: pointer; height: 100%; outline: none; position: relative;\" tabindex=\"0\" role=\"slider\" aria-label=\"Playbar\" aria-orientation=\"horizontal\" aria-valuenow=\"0\" aria-valuemin=\"0\" aria-valuemax=\"67.503\" aria-valuetext=\"0:00\">\n<div style=\"display: block; height: 100%; overflow: hidden; pointer-events: none; position: relative; width: 580px;\"><\/div>\n<div class=\"w-playbar__hoverMarker\" style=\"background: linear-gradient(to right, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.12) 100%); display: none; height: 100%; left: -36px; pointer-events: none; position: absolute; top: 0px; width: 36px;\"><\/div>\n<div class=\"w-playbar__focus-border\" style=\"border: 2px solid #ffffff; display: none; height: 100%; left: 0px; pointer-events: none; position: absolute; top: 0px; width: 100%;\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w-bottom-bar-lower w-css-reset\">\n<div class=\"w-bottom-bar-left w-css-reset\" style=\"display: table-cell; vertical-align: top; position: relative; width: 0px;\">\n<div class=\"w-bottom-bar-left-inner w-css-reset\" style=\"height: 31px; position: relative; white-space: nowrap;\">\n<div class=\"w-css-reset\" style=\"display: inline-block; vertical-align: top; pointer-events: auto;\" data-handle=\"smallPlayButton\">\n<div class=\"w-vulcan-button-wrapper w-css-reset\" style=\"display: inline-block; height: 31px; position: relative; vertical-align: top; width: 45px;\">\n<div class=\"w-vulcan-icon-wrapper\" style=\"box-sizing: border-box; height: 100%;\" data-handle=\"smallPlayButton\">\n<div style=\"height: 100%; width: 100%;\">\n<div style=\"display: none; height: 100%; width: 100%;\"><\/div>\n<div style=\"display: block; height: 100%; width: 100%;\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w-bottom-bar-middle w-css-reset\" style=\"display: table-cell; vertical-align: top; position: relative; width: 100%;\">\n<div class=\"w-bottom-bar-middle-inner w-css-reset\" style=\"height: 31px; position: relative; white-space: nowrap;\">\n<div class=\"w-css-reset\" style=\"height: 100%; pointer-events: auto;\" data-handle=\"lowerPlaybar\">\n<div class=\"w-playbar-wrapper w-css-reset w-css-reset-tree\" style=\"cursor: pointer; height: 100%; outline: none; position: relative;\" tabindex=\"0\" role=\"slider\" aria-label=\"Playbar\" aria-orientation=\"horizontal\" aria-valuenow=\"0\" aria-valuemin=\"0\" aria-valuemax=\"67.503\" aria-valuetext=\"0:00\">\n<div style=\"display: block; height: 100%; overflow: hidden; pointer-events: none; position: relative; width: 282px;\"><\/div>\n<div class=\"w-playbar__hoverMarker\" style=\"background: linear-gradient(to right, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 0.12) 100%); display: none; height: 100%; left: -36px; pointer-events: none; position: absolute; top: 0px; width: 36px;\"><\/div>\n<div class=\"w-playbar__focus-border\" style=\"border: 2px solid #ffffff; display: none; height: 100%; left: 0px; pointer-events: none; position: absolute; top: 0px; width: 100%;\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w-bottom-bar-right w-css-reset\" style=\"display: table-cell; vertical-align: top; position: relative; width: 0px;\">\n<div class=\"w-bottom-bar-right-inner w-css-reset\" style=\"height: 31px; position: relative; white-space: nowrap;\">\n<div class=\"w-css-reset\" style=\"display: inline-block; vertical-align: top; pointer-events: auto;\" data-handle=\"volumeButton\">\n<div class=\"w-vulcan-button-wrapper w-css-reset\" style=\"display: inline-block; height: 31px; position: relative; vertical-align: top; width: 36px;\">\n<div class=\"w-vulcan-icon-wrapper\" style=\"box-sizing: border-box; height: 100%;\" data-handle=\"volumeButton\"><\/div>\n<\/div>\n<\/div>\n<div class=\"w-css-reset\" style=\"display: inline-block; vertical-align: top; pointer-events: auto;\" data-handle=\"settingsButton\">\n<div class=\"w-vulcan-button-wrapper w-css-reset\" style=\"display: inline-block; height: 31px; position: relative; vertical-align: top; width: 36px;\">\n<div class=\"w-vulcan-icon-wrapper\" style=\"box-sizing: border-box; height: 100%;\" data-handle=\"settingsButton\"><\/div>\n<\/div>\n<\/div>\n<div class=\"w-css-reset\" style=\"display: inline-block; vertical-align: top; pointer-events: auto;\" data-handle=\"shareButton\">\n<div class=\"w-vulcan-button-wrapper w-css-reset\" style=\"display: inline-block; height: 31px; position: relative; vertical-align: top; width: 36px;\">\n<div class=\"w-vulcan-icon-wrapper\" style=\"box-sizing: border-box; height: 100%;\" data-handle=\"shareButton\"><\/div>\n<\/div>\n<\/div>\n<div class=\"w-css-reset\" style=\"display: inline-block; vertical-align: top; pointer-events: auto;\" data-handle=\"fullscreenButton\">\n<div class=\"w-vulcan-button-wrapper w-css-reset\" style=\"display: inline-block; height: 31px; position: relative; vertical-align: top; width: 36px;\">\n<div class=\"w-vulcan-icon-wrapper\" style=\"box-sizing: border-box; height: 100%;\" data-handle=\"fullscreenButton\"><\/div>\n<\/div>\n<\/div>\n<div class=\"w-css-reset\" style=\"display: inline-block; vertical-align: top; pointer-events: auto;\" data-handle=\"wistiaLogo\">\n<div class=\"w-vulcan-button-wrapper w-css-reset\" style=\"display: inline-block; height: 31px; position: relative; vertical-align: top; width: 109px;\">\n<div class=\"w-vulcan-icon-wrapper\" style=\"box-sizing: border-box; height: 100%;\" data-handle=\"wistiaLogo\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"w-foreground w-css-reset\" style=\"height: 100%; left: 0px; pointer-events: none; position: absolute; top: 0px; width: 100%;\">\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"contextMenu\"><\/div>\n<div class=\"w-css-reset\" style=\"pointer-events: auto;\" data-handle=\"loadingHourglass\"><\/div>\n<\/div>\n<div class=\"w-focus-border\" style=\"border: 2px solid #ffffff; box-sizing: border-box; display: none; height: 100%; left: 0px; pointer-events: none; position: absolute; top: 0px; width: 100%;\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"wistia_grid_159_front\"><\/div>\n<div id=\"wistia_grid_159_top_inside\">\n<div id=\"wistia_grid_159_top\" style=\"height: 0px; font-size: 0px; line-height: 0px;\"><\/div>\n<\/div>\n<div id=\"wistia_grid_159_bottom_inside\">\n<div id=\"wistia_grid_159_bottom\" style=\"height: 0px; font-size: 0px; line-height: 0px;\"><\/div>\n<\/div>\n<div id=\"wistia_grid_159_left_inside\">\n<div id=\"wistia_grid_159_left\" style=\"height: 0px; font-size: 0px; line-height: 0px;\"><\/div>\n<\/div>\n<div id=\"wistia_grid_159_right_inside\">\n<div id=\"wistia_grid_159_right\" style=\"height: 0px; font-size: 0px; line-height: 0px;\"><\/div>\n<\/div>\n<\/div>\n<div id=\"wistia_grid_159_below\" style=\"height: 0px; font-size: 0px; line-height: 0px;\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2><b>Why Detection Without A Click Fraud Detecting Algorithm Just Doesn\u2019t Cut It<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Having a detection algorithm protect your campaigns is like having a personal, digital bodyguard. It&#8217;s 24\/7, protecting when you\u2019re awake and while you\u2019re asleep.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A click fraud detection algorithmically does the following:<\/span><\/p>\n<ol>\n<li><span style=\"font-weight: 400;\"><strong>Protect across geos<\/strong> &#8211; It doesn&#8217;t matter if you&#8217;re dealing with a click farm in India or a hacker in Canada; the algorithm still defends your campaign. If you see you that you&#8217;re getting traffic from the wrong geographies, you may want to<a href=\"https:\/\/www.clickcease.com\/blog\/getting-clicks-wrong-geos\/\"> read this<\/a>).\u00a0 \u00a0<\/span><\/li>\n<li><span style=\"font-weight: 400;\"><strong>Do quick calculations<\/strong> &#8211; Computer vs. man&#8230;we&#8217;ll take computer when it comes to lighting fast data calculations.<\/span><\/li>\n<li><span style=\"font-weight: 400;\"><strong>Make smart judgments<\/strong> &#8211; Deciding what is fraudulent traffic and what is innocent is the result of the detection algorithm. Once the machine has decided that a certain IP is malicious, it will immediately block it within your Google Ads campaign.\u00a0<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Without one, you would have to do all of the monitoring yourself, such as check every single IP address to make sure it\u2019s legitimate, cross reference geos, check devices, and do a ton more research to ensure you\u2019re not getting fraudulent clicks.\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A smart algorithm does all that and monitors your ads for fraudulent activity, such as blacklisted IPs, bad hosts, and proxy servers, so you don\u2019t have to. Simply put, there are many more important things to worry about than constantly checking your clicks and ensuring none are fraudulent. Why waste time when you could be growing your business in more beneficial ways?\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/span><\/p>\n<h2><b>Does Google Ads protect my campaigns?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">As a top search engine wanting your business, Google has processes to help protect your campaigns from click fraud. AdWords\u2019 Ad Traffic Quality Team works to detect and handle potentially <a href=\"https:\/\/www.clickcease.com\/blog\/what-are-invalid-clicks-and-how-do-they-affect-you\/\">invalid clicks<\/a>. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">If an invalid click is detected, they will block it before reaching your account reports. And if you think AdWords missed fraudulent clicks on your account, you can have them investigate. If they are, in fact, fraudulent, AdWords will reimburse your account, but only 2-3 weeks after the fraud took place. This means two things:<\/span><\/p>\n<ol>\n<li><span style=\"font-weight: 400;\"> Your ad budget would be exhausted<\/span><\/li>\n<li><span style=\"font-weight: 400;\"> Your ad would not be online for hours, days, or more<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Additionally, Google\u2019s click fraud criteria are identical for each and every advertiser, so your clicks could be compared to companies whose criteria are completely different, resulting in additional complications. Many advertisers and business owners think that Google\u2019s protection strategies are enough \u2013 unfortunately, this is not always the case.\u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/span><\/p>\n<p><b>It\u2019s About Your Business<\/b><\/p>\n<p><span style=\"font-weight: 400;\">You wouldn\u2019t allow someone to leave your store with your inventory. Then why let competitors and fraudsters make off with your advertising dollars?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ClickCease\u2019s Click Fraud Detection Algorithm is built to protect your ads and your budget. It looks at multiple data points and does a real-time calculation to determine whether a click is fraudulent or not. If the data points don\u2019t align, it\u2019s a sign that something is suspicious, and action must be taken immediately. <\/span><\/p>\n<h2><b>Detecting click fraud with the ClickCease Algorithm.<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">The ClickCease click fraud detection algorithm takes into account dozens of pure indicators for click fraud activity, from IP address to user behavior. Everything is being analyzed. For each click on your ads, ClickCease assigns a threat level based on the number of fraudulent indicators detected.\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><\/p>\n<h3><b>A partial list of the data the algo collects: <\/b><\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">IP address<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Country of origin of the clicking IP<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">City of origin of the clicking IP<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">User interactions, including clicks, scrolls, time on site, and mouse movement<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Number of clicks<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Whether the IP is blocked or not<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Clicks frequency<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Click History<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Placement <\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Gclid (Google Click ID)<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Device ID<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Campaign name<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ad placement<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Os &amp; browser<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">One of the fraud algorithms&#8217; main functions is to flag suspicious IP addresses, such as ones from regions you don\u2019t usually get clicks from, ones using a VPN to mask their location, or ones that have clicked over your set threshold.\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If fraud is detected, the algorithm won\u2019t just passively alert you. It will take immediate action by:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Initiating its automatic IP-blocking feature that\u2019s incredibly useful for AdWords accounts. It picks up whether the IP is suspicious or not, based on the criteria provided, and if so, blocks the ads from that IP address in real time. This means that the ads are no longer visible to the clicker. By automatically blocking whoever it is that\u2019s doing the clicking, you\u2019re reducing the number of times they\u2019re able to click on your ads, saving you money immediately!<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">The algorithm also adds any fraudulent IPs across all of your campaigns, even if the fraud was detected in only one ad from a completely different campaign (this feature is optional and extremely useful).<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">The Click Fraud Detection Algorithm monitors your traffic at all times to give your ads the protection they need!\u00a0 \u00a0\u00a0<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">There are algorithms and solutions out there, but none of them protect your ads as well as ClickCease\u2019s Click Fraud Detection Algorithm, created by top minds, industry veterans, and creative thinkers.\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>First, what happens when there is no click fraud detection algorithm protecting your Google Ads campaigns? Click fraud is a major problem that costs advertisers up to 20% of their ad spend. Not only is it a big and frustrating problem, but it\u2019s increasing as the world becomes more digital.\u00a0 \u00a0 \u00a0 \u00a0 Click fraud [&hellip;]<\/p>\n","protected":false},"author":39,"featured_media":2954,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"categories":[5],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How Does A Click Fraud Detection Algorithm Work? | ClickCease Blog<\/title>\n<meta name=\"description\" content=\"A click fraud detection algorithm is what enables your Google Ads to be protected. Manual fraud blocking is history. Learn how to block malicious fraud traffic.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Does A Click Fraud Detection Algorithm Work? | ClickCease Blog\" \/>\n<meta property=\"og:description\" content=\"A click fraud detection algorithm is what enables your Google Ads to be protected. Manual fraud blocking is history. Learn how to block malicious fraud traffic.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/\" \/>\n<meta property=\"og:site_name\" content=\"ClickCease Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ClickCease-484865984976254\/\" \/>\n<meta property=\"article:published_time\" content=\"2018-06-28T11:35:37+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-05-24T10:42:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.clickcease.com\/blog\/wp-content\/uploads\/2018\/06\/click-fraud-algo.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"2048\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Hagar Refael\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@clickcease\" \/>\n<meta name=\"twitter:site\" content=\"@clickcease\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Hagar Refael\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/\"},\"author\":{\"name\":\"Hagar Refael\",\"@id\":\"https:\/\/www.clickcease.com\/blog\/#\/schema\/person\/194a72bf68fce8fbd1b6c176426f922a\"},\"headline\":\"How Does A Click Fraud Detection Algorithm Work?\",\"datePublished\":\"2018-06-28T11:35:37+00:00\",\"dateModified\":\"2023-05-24T10:42:18+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/\"},\"wordCount\":1180,\"commentCount\":1,\"publisher\":{\"@id\":\"https:\/\/www.clickcease.com\/blog\/#organization\"},\"articleSection\":[\"Click Fraud\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/\",\"url\":\"https:\/\/www.clickcease.com\/blog\/click-fraud-detection-algorithm\/\",\"name\":\"How Does A Click Fraud Detection Algorithm Work? | ClickCease Blog\",\"isPartOf\":{\"@id\":\"https:\/\/www.clickcease.com\/blog\/#website\"},\"datePublished\":\"2018-06-28T11:35:37+00:00\",\"dateModified\":\"2023-05-24T10:42:18+00:00\",\"description\":\"A click fraud detection algorithm is what enables your Google Ads to be protected. 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