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/*# sourceURL=global-styles-inline-css */
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</style>
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||
<link rel='stylesheet' id='cookie-law-info-css' href='https://sdtimes.com/wp-content/plugins/webtoffee-gdpr-cookie-consent/public/css/cookie-law-info-public.css?ver=2.3.8' media='all' />
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<link rel='stylesheet' id='cookie-law-info-gdpr-css' href='https://sdtimes.com/wp-content/plugins/webtoffee-gdpr-cookie-consent/public/css/cookie-law-info-gdpr.css?ver=2.3.8' media='all' />
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<style id="cookie-law-info-gdpr-inline-css">
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||
.cli-modal-content, .cli-tab-content { background-color: #ffffff; }.cli-privacy-content-text, .cli-modal .cli-modal-dialog, .cli-tab-container p, a.cli-privacy-readmore { color: #000000; }.cli-tab-header { background-color: #f2f2f2; }.cli-tab-header, .cli-tab-header a.cli-nav-link,span.cli-necessary-caption,.cli-switch .cli-slider:after { color: #000000; }.cli-switch .cli-slider:before { background-color: #ffffff; }.cli-switch input:checked + .cli-slider:before { background-color: #ffffff; }.cli-switch .cli-slider { background-color: #e3e1e8; }.cli-switch input:checked + .cli-slider { background-color: #28a745; }.cli-modal-close svg { fill: #000000; }.cli-tab-footer .wt-cli-privacy-accept-all-btn { background-color: #00acad; color: #ffffff}.cli-tab-footer .wt-cli-privacy-accept-btn { background-color: #00acad; color: #ffffff}.cli-tab-header a:before{ border-right: 1px solid #000000; border-bottom: 1px solid #000000; }
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/*# sourceURL=cookie-law-info-gdpr-inline-css */
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</style>
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||
<link rel='stylesheet' id='megamenu-css' href='https://sdtimes.com/wp-content/uploads/maxmegamenu/style.css?ver=661fbc' media='all' />
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||
<link rel='stylesheet' id='dashicons-css' href='https://sdtimes.com/wp-includes/css/dashicons.min.css?ver=7.1' media='all' />
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<link rel='stylesheet' id='megamenu-genericons-css' href='https://sdtimes.com/wp-content/plugins/megamenu-pro/icons/genericons/genericons/genericons.css?ver=2.2.9.1' media='all' />
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<link rel='stylesheet' id='megamenu-fontawesome-css' href='https://sdtimes.com/wp-content/plugins/megamenu-pro/icons/fontawesome/css/font-awesome.min.css?ver=2.2.9.1' media='all' />
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<link rel='stylesheet' id='megamenu-fontawesome5-css' href='https://sdtimes.com/wp-content/plugins/megamenu-pro/icons/fontawesome5/css/all.min.css?ver=2.2.9.1' media='all' />
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<link rel='stylesheet' id='kadence-style-css' href='https://sdtimes.com/wp-content/themes/kadence/style.css?ver=7.1' media='all' />
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<link rel='stylesheet' id='sdt-child-style-css' href='https://sdtimes.com/wp-content/themes/kadence-child/style.css?ver=1784051429' media='all' />
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<link rel='stylesheet' id='sdt-fonts-css' href='https://fonts.googleapis.com/css2?family=Source+Sans+Pro:ital,wght@0,300;0,400;0,600;0,700;1,600&family=Lato:wght@400;700&family=Bitter:wght@400;700&display=swap' media='all' />
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<link rel='stylesheet' id='sdt-font-awesome-css' href='https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css?ver=4.7.0' media='all' />
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<link rel='stylesheet' id='kadence-global-css' href='https://sdtimes.com/wp-content/themes/kadence/assets/css/global.min.css?ver=1782228481' media='all' />
|
||
<style id="kadence-global-inline-css">
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||
/* Kadence Base CSS */
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<h1 class="entry-title">Site Reliability Engineer: Don’t fall victim to the bias blind spot</h1><div class="entry-meta entry-meta-divider-dot">
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<span class="posted-by"><span class="meta-label">By</span><span class="author vcard"><a class="url fn n" href="https://sdtimes.com/author/catchpointparzych/">Dawn Parzych</a></span></span> <span class="posted-on">
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<time class="entry-date published" datetime="2017-07-14T10:00:49-04:00" itemprop="datePublished">July 14, 2017</time><time class="updated" datetime="2017-07-14T15:53:28-04:00" itemprop="dateModified">July 14, 2017</time> </span>
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<script src="//event.sdtimes.com/focus/2.js" type="text/javascript" charset="utf-8" async="async"></script></div><p><span style="font-weight: 400;">To ensure websites and applications deliver consistently excellent speed and availability, some organizations are adopting Google’s Site Reliability Engineering (SRE) model. In this model, a Site Reliability Engineer (SRE) – usually someone with both development and IT Ops experience – institutes clear-cut metrics to determine when a website or application is production-ready from a user performance perspective. This helps reduce friction that often exists between the “dev” and “ops” sides of organizations. More specifically, metrics can eliminate the conflict between developers’ desire to “Ship it!” and operations desire to not be paged when they are on-call. If performance thresholds aren’t met, releases cannot move forward. </span></p>
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<p><span style="font-weight: 400;">Sounds simple and straightforward enough, but you’d be surprised at how challenging the SRE role can be, given basic human psychological tendencies. Our desire to see ourselves and our teams in a positive light, and avoid negative consequences that can result in our subconsciously gaming, distorting, and manipulating metrics. </span></p>
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<p><span style="font-weight: 400;">Consider the following scenario: A release is behind schedule. Developers are in a rush to roll out the new features customers have been requesting. Being first to market with these features will be a huge win for the company. They look at performance data — the render time is 2.9 seconds, with the new features. Without the features, the render time (defined as, th</span><span style="font-weight: 400;">e time elapsed between a user’s request and the moment when content appears in their browser)</span><span style="font-weight: 400;"> is 2.6 seconds. That’s only a 0.3 second difference; they say, “Users won’t notice. Ship it!”</span></p>
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<p><span style="font-weight: 400;">On the other hand, the operations team has been dealing with a number of high priority incidents as a result of a recent release. They want to avoid being paged for issues that could have been prevented by slowing down the pace of releases. They look at performance data for another application and see the load time (defined as, the time it takes for the application to be ready for user interaction, i.e. typing in text fields) is 3.3 seconds. That’s 0.3 seconds above the generally accepted 3 second threshold; they say, changes need to be made before this is rolled out. </span></p>
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<p><span style="font-weight: 400;">Even with performance metrics in place, there is a vast difference in how the situation is viewed due to biases. Let’s examine why these biases exist and how an SRE may help to reduce bias. </span></p>
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<p><b>Why bias seeps in</b><br />
|
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<span style="font-weight: 400;">Before you stop reading because </span><i><span style="font-weight: 400;">you</span></i><span style="font-weight: 400;"> aren’t biased, take pause. Bias isn’t bad. It helps our brains </span><a href="https://medium.com/thinking-is-hard/4-conundrums-of-intelligence-2ab78d90740f" target="_blank" rel="noopener noreferrer"><span style="font-weight: 400;">solve four problems</span></a><span style="font-weight: 400;">:</span></p>
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|
||
<li><b>There’s too much information. <span style="font-weight: 400;">The volume of performance metrics collected by organizations is staggering. Lyft gathers 20 million metrics per second. Slack stores 90 TB of metrics data. As a result we tend to only notice changes, bizarreness, repetition, or confirmation.</span></b></li>
|
||
<li><b>There’s not enough meaning. <span style="font-weight: 400;">Context helps us understand and remember information. When context is missing from data we fill in gaps with known patterns, generalities, or our current mindset.</span></b></li>
|
||
<li><b>There’s not enough time.</b><span style="font-weight: 400;"> When an incident occurs, the race is on to resolve it as quickly as possible. Time is of the essence so we assume we’re right, we can do this, and easier is better. </span></li>
|
||
<li><b></b><b>Memory is finite. </b><span style="font-weight: 400;">Our brains can only remember and recall so much. We save space by editing memories down, generalizing, and relying on examples.</span></li>
|
||
</ul>
|
||
<p><b>Types of biases</b><br />
|
||
<span style="font-weight: 400;">Three common biases influencing metrics are anchoring bias, confirmation bias, and narrative bias. Anchoring is the tendency to rely on a single piece of data, usually the first piece of information we encounter. With thousands of metrics being collected, and deadlines to be met, there is too much data to process. Instead we find a single piece of data and create an anchor. In our scenario the developers saw the performance decline was only about 10 percent. They remembered studies saying users won’t notice a change less than a 20 percent difference. Operations used a different anchor. They looked at best practices stating user engagement drops when load times exceed 3 seconds. These different anchors lead to two contrasting attitudes around the significance of 0.3 seconds.</span></p>
|
||
<p><span style="font-weight: 400;">SREs can help create consistent anchors, based on what makes sense for the business instead of different teams working off different anchors. Do research, benchmark similar sites to see how they perform, and decide what an acceptable anchor or threshold should be. </span></p>
|
||
<p><span style="font-weight: 400;">Confirmation bias is the tendency to interpret and search for information confirming a pre-existing hypothesis. Instead of looking at all the data, we focus on the data that confirms our hypothesis. The dev team looked at application render</span> <span style="font-weight: 400;">time which tends to be a faster metric and confirmed their desire to roll the release out. The ops team looked at application load</span> <span style="font-weight: 400;">time – a metric which tends to be slower than render, and confirmed their desire to delay. We want our teams and our company to be perceived as valuable and successful. We look for metrics that prove our case, even when these metrics may not be actionable or paint the whole picture.</span></p>
|
||
<p><span style="font-weight: 400;">Using two different metrics, render vs. load, both teams found “proof’ to support their viewpoint. Having an SRE define which metrics and measurements will determine go/no-go status will reduce confirmation bias from seeping in. In most cases, it should be those metrics that most accurately reflect the user experience.</span></p>
|
||
<p><span style="font-weight: 400;">Narrative bias is the tendency to assume information must be part of a larger story or pattern. Humans prefer stories and anecdotes over raw empirical data. Stories are easier to remember and provide context. When there is meaning to information it is easier to recall. Let’s say a page loads in 3.2 seconds, and has a higher bounce rate than pages that load in 3 seconds. Narrative bias dictates this must be due to poor performance. However, it’s just as likely a result of a random variation as it is due to poor performance. We like to believe there is a cause rather than events being random; it gives us a sense of control. If there’s a cause, it can be corrected; if not, we are not in control. As a result, DevOps teams often end up wasting time chasing down problems that do not exist. It’s up to SREs to remind others that random events can and do</span> <span style="font-weight: 400;">happen. </span></p>
|
||
<p><b>SREs must assume the role of adjudicator</b><br />
|
||
<span style="font-weight: 400;">Even with a multitude of performance metrics at their fingertips, the SREs role is not so simple. It is not enough to just present metrics. Metrics need to be presented in a way that best points us all to the truth, guiding decisions on what is best for the business. </span></p>
|
||
<p><span style="font-weight: 400;">To accomplish this, SREs must be aware of biases and be methodical about overcoming them. </span><span style="font-weight: 400;">Position metrics within the context of neutral industry information. Emphasize metrics that matter – which increasingly are those demonstrating how </span><i><span style="font-weight: 400;">the real user perceives performance. </span></i><span style="font-weight: 400;">Metrics that do not convey this tend to be “vanity metrics” – those that may make people feel good, but are really void of meaning where user performance is concerned.</span> <span style="font-weight: 400;">Once software is in production, help others avoid drawing hasty conclusions when variances are detected. It’s not necessary to assume something is wrong unless clear patterns are observed in the data. </span></p>
|
||
<p><span style="font-weight: 400;">Perhaps most importantly, avoiding bias means acknowledging it exists and everyone, yes even you, is biased to some degree. Failure to see yourself as biased is itself a bias – the bias blindspot. DevOps teams must foster an environment where questions can be asked in a positive and constructive manner. It doesn’t matter whether the question is raised by a junior engineer, senior engineer, or a non-engineer. Encourage dissenting viewpoints and impress upon team members the importance of considering and accepting answers – even those they aren’t necessarily seeking.</span></p>
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<h3 class="entry-title"><a href="https://sdtimes.com/softwaredev/sd-times-news-digest-postmans-api-data-visualization-feature-parasoft-announces-support-for-2019-cwe-guidelines-and-scrum-orgs-new-training-course/" rel="bookmark">SD Times news digest: Postman’s API data visualization feature, Parasoft announces support for 2019 CWE guidelines, and Scrum.org’s new training course</a></h3><div class="entry-meta entry-meta-divider-dot">
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<p>Postman announced an API data visualization feature that allows users to easily turn API Data into charts and graphs. “If you use APIs like me as part of your daily job, you will soon fall in love with the fact that you can now make sense of API data without leaving Postman,” wrote Kaustav Das… … <a class="read-more" href="https://sdtimes.com/softwaredev/sd-times-news-digest-postmans-api-data-visualization-feature-parasoft-announces-support-for-2019-cwe-guidelines-and-scrum-orgs-new-training-course/">continue reading</a></p>
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<h3 class="entry-title"><a href="https://sdtimes.com/advertising/brendan-eichs-mission-to-fix-the-web/" rel="bookmark">Brendan Eich’s mission to fix the Web</a></h3><div class="entry-meta entry-meta-divider-dot">
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<p>Brendan Eich, creator of the JavaScript programming language and cofounder of the Mozilla project, is on a mission to clean up the Web. He is building a new browser, Brave, that allows users to browse faster, safer and better. In the short term, Eich and his team will be working on solving what he calls… … <a class="read-more" href="https://sdtimes.com/advertising/brendan-eichs-mission-to-fix-the-web/">continue reading</a></p>
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Read More<span class="screen-reader-text"> Brendan Eich’s mission to fix the Web</span><span class="kadence-svg-iconset svg-baseline"><svg aria-hidden="true" class="kadence-svg-icon kadence-arrow-right-alt-svg" fill="currentColor" version="1.1" xmlns="http://www.w3.org/2000/svg" width="27" height="28" viewBox="0 0 27 28"><title>Continue</title><path d="M27 13.953c0 0.141-0.063 0.281-0.156 0.375l-6 5.531c-0.156 0.141-0.359 0.172-0.547 0.094-0.172-0.078-0.297-0.25-0.297-0.453v-3.5h-19.5c-0.281 0-0.5-0.219-0.5-0.5v-3c0-0.281 0.219-0.5 0.5-0.5h19.5v-3.5c0-0.203 0.109-0.375 0.297-0.453s0.391-0.047 0.547 0.078l6 5.469c0.094 0.094 0.156 0.219 0.156 0.359v0z"></path>
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<a aria-hidden="true" tabindex="-1" role="presentation" class="post-thumbnail kadence-thumbnail-ratio-2-3" aria-label="SD Times news digest: Sencha announces ExtWebComponents, Facebook’s Deepfake Detection Challenge, and ML.NET 1.4 preview" href="https://sdtimes.com/softwaredev/sd-times-news-digest-sencha-announces-extwebcomponents-facebooks-deepfake-detection-challenge-and-ml-net-1-4-preview/">
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<img width="501" height="323" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfUAAAFDAQAAAAALoKrUAAAAAnRSTlMAAHaTzTgAAAArSURBVHja7cGBAAAAAMOg+VPf4ARVAQAAAAAAAAAAAAAAAAAAAAAAAAB8A1DAAAEPxrzCAAAAAElFTkSuQmCC" class="attachment-medium_large size-medium_large wp-post-image lazyload" alt="SD Times news digest: Sencha announces ExtWebComponents, Facebook’s Deepfake Detection Challenge, and ML.NET 1.4 preview" decoding="async" data-src="https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents.png" data-srcset="https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents.png 501w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-150x97.png 150w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-300x193.png 300w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-490x316.png 490w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-124x80.png 124w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-400x258.png 400w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-279x180.png 279w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-78x50.png 78w" data-sizes="auto" data-eio-rwidth="501" data-eio-rheight="323" /><noscript><img width="501" height="323" src="https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents.png" class="attachment-medium_large size-medium_large wp-post-image" alt="SD Times news digest: Sencha announces ExtWebComponents, Facebook’s Deepfake Detection Challenge, and ML.NET 1.4 preview" decoding="async" srcset="https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents.png 501w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-150x97.png 150w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-300x193.png 300w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-490x316.png 490w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-124x80.png 124w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-400x258.png 400w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-279x180.png 279w, https://sdtimes.com/wp-content/uploads/2019/09/Sencha-ExtWebComponents-78x50.png 78w" sizes="(max-width: 501px) 100vw, 501px" data-eio="l" /></noscript> </div>
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<h3 class="entry-title"><a href="https://sdtimes.com/softwaredev/sd-times-news-digest-sencha-announces-extwebcomponents-facebooks-deepfake-detection-challenge-and-ml-net-1-4-preview/" rel="bookmark">SD Times news digest: Sencha announces ExtWebComponents, Facebook’s Deepfake Detection Challenge, and ML.NET 1.4 preview</a></h3><div class="entry-meta entry-meta-divider-dot">
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<span class="posted-by"><span class="meta-label">By</span><span class="author vcard"><a class="url fn n" href="https://sdtimes.com/author/jakub-lewkowicz/">Jakub Lewkowicz</a></span></span> <span class="posted-on">
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<time class="entry-date published updated" datetime="2019-09-06T12:08:21-04:00" itemprop="dateModified">September 6, 2019</time> </span>
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<p>Sencha announced the launch of ExtWebComponents, a new solution that features tested and supported UI components designed to work with any or with no development framework, while reducing application delivery time and costs. The solution includes more than 140 components, and is included as part of Sencha’s Ext JS Enterprise Package. The Sencha private npm… … <a class="read-more" href="https://sdtimes.com/softwaredev/sd-times-news-digest-sencha-announces-extwebcomponents-facebooks-deepfake-detection-challenge-and-ml-net-1-4-preview/">continue reading</a></p>
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<a aria-hidden="true" tabindex="-1" role="presentation" class="post-thumbnail kadence-thumbnail-ratio-2-3" aria-label="Avoiding embedded analytics bear traps" href="https://sdtimes.com/analytics/avoiding-embedded-analytics-bear-traps/">
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<img width="525" height="350" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAg0AAAFeAQAAAAAukRH9AAAAAnRSTlMAAHaTzTgAAAAtSURBVHja7cEBAQAAAIIg/69uSEABAAAAAAAAAAAAAAAAAAAAAAAAAAAAwIMBW5oAAW5mrYcAAAAASUVORK5CYII=" class="attachment-medium_large size-medium_large wp-post-image lazyload" alt="Avoiding embedded analytics bear traps" decoding="async" data-src="https://sdtimes.com/wp-content/uploads/2017/08/pexels-photo-213988.jpeg" data-eio-rwidth="525" data-eio-rheight="350" /><noscript><img width="525" height="350" src="https://sdtimes.com/wp-content/uploads/2017/08/pexels-photo-213988.jpeg" class="attachment-medium_large size-medium_large wp-post-image" alt="Avoiding embedded analytics bear traps" decoding="async" data-eio="l" /></noscript> </div>
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<h3 class="entry-title"><a href="https://sdtimes.com/analytics/avoiding-embedded-analytics-bear-traps/" rel="bookmark">Avoiding embedded analytics bear traps</a></h3><div class="entry-meta entry-meta-divider-dot">
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<span class="posted-by"><span class="meta-label">By</span><span class="author vcard"><a class="url fn n" href="https://sdtimes.com/author/billcurran/">Bill Curran</a></span></span> <span class="posted-on">
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<time class="entry-date published" datetime="2017-08-28T10:31:53-04:00" itemprop="datePublished">August 28, 2017</time><time class="updated" datetime="2023-07-14T16:56:28-04:00" itemprop="dateModified">July 14, 2023</time> </span>
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<p>The benefits of data monetization that result from embedding analytics into applications are well known. Solutions with analytics built in let end-users efficiently and effectively use the valuable data sitting idly in systems for critical business decision making. However, few data product owners have mastered unlocking the data analytics treasure trove to create new revenue… … <a class="read-more" href="https://sdtimes.com/analytics/avoiding-embedded-analytics-bear-traps/">continue reading</a></p>
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<a aria-hidden="true" tabindex="-1" role="presentation" class="post-thumbnail kadence-thumbnail-ratio-2-3" aria-label="Foundational raises $8 million in seed funding to apply AI to database changes" href="https://sdtimes.com/data/foundational-raises-8-million-in-seed-funding-to-apply-ai-to-database-changes/">
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<img width="422" height="394" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAaYAAAGKAQAAAABvZNjjAAAAAnRSTlMAAHaTzTgAAAArSURBVHja7cExAQAAAMKg9U9tDB+gAAAAAAAAAAAAAAAAAAAAAAAAAADgY1McAAGvImN4AAAAAElFTkSuQmCC" class="attachment-medium_large size-medium_large wp-post-image lazyload" alt="Foundational raises $8 million in seed funding to apply AI to database changes" decoding="async" data-src="https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616.png" data-srcset="https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616.png 422w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-300x280.png 300w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-150x140.png 150w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-86x80.png 86w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-400x373.png 400w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-193x180.png 193w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-54x50.png 54w" data-sizes="auto" data-eio-rwidth="422" data-eio-rheight="394" /><noscript><img width="422" height="394" src="https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616.png" class="attachment-medium_large size-medium_large wp-post-image" alt="Foundational raises $8 million in seed funding to apply AI to database changes" decoding="async" srcset="https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616.png 422w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-300x280.png 300w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-150x140.png 150w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-86x80.png 86w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-400x373.png 400w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-193x180.png 193w, https://sdtimes.com/wp-content/uploads/2024/03/725ea21f2bb83f916973e16f80388616-54x50.png 54w" sizes="(max-width: 422px) 100vw, 422px" data-eio="l" /></noscript> </div>
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<h3 class="entry-title"><a href="https://sdtimes.com/data/foundational-raises-8-million-in-seed-funding-to-apply-ai-to-database-changes/" rel="bookmark">Foundational raises $8 million in seed funding to apply AI to database changes</a></h3><div class="entry-meta entry-meta-divider-dot">
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<span class="posted-by"><span class="meta-label">By</span><span class="author vcard"><a class="url fn n" href="https://sdtimes.com/author/jennifer-sargent/">Jenna Barron</a></span></span> <span class="posted-on">
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<time class="entry-date published" datetime="2024-03-25T11:03:41-04:00" itemprop="datePublished">March 25, 2024</time><time class="updated" datetime="2024-03-25T12:04:48-04:00" itemprop="dateModified">March 25, 2024</time> </span>
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<p>The AI-powered data analytics platform Foundational has just announced $8 million in seed funding and the general availability of its platform, which is designed to enable developers to find and fix data issues before code containing it is deployed. The funding round was led by Viola Ventures and Gradient, and Asymmetric Venture Partners and executives… … <a class="read-more" href="https://sdtimes.com/data/foundational-raises-8-million-in-seed-funding-to-apply-ai-to-database-changes/">continue reading</a></p>
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Read More<span class="screen-reader-text"> Foundational raises $8 million in seed funding to apply AI to database changes</span><span class="kadence-svg-iconset svg-baseline"><svg aria-hidden="true" class="kadence-svg-icon kadence-arrow-right-alt-svg" fill="currentColor" version="1.1" xmlns="http://www.w3.org/2000/svg" width="27" height="28" viewBox="0 0 27 28"><title>Continue</title><path d="M27 13.953c0 0.141-0.063 0.281-0.156 0.375l-6 5.531c-0.156 0.141-0.359 0.172-0.547 0.094-0.172-0.078-0.297-0.25-0.297-0.453v-3.5h-19.5c-0.281 0-0.5-0.219-0.5-0.5v-3c0-0.281 0.219-0.5 0.5-0.5h19.5v-3.5c0-0.203 0.109-0.375 0.297-0.453s0.391-0.047 0.547 0.078l6 5.469c0.094 0.094 0.156 0.219 0.156 0.359v0z"></path>
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<a aria-hidden="true" tabindex="-1" role="presentation" class="post-thumbnail kadence-thumbnail-ratio-2-3" aria-label="First public draft of Artificial Intelligence and Games textbook now available" href="https://sdtimes.com/ai/first-public-draft-artificial-intelligence-games-textbook-now-available/">
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<img width="720" height="450" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAtAAAAHCAQAAAADu2sM8AAAAAnRSTlMAAHaTzTgAAAA/SURBVHja7cEBDQAAAMKg909tDjegAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA4NUAn/YAARPRjb4AAAAASUVORK5CYII=" class="attachment-medium_large size-medium_large wp-post-image lazyload" alt="First public draft of Artificial Intelligence and Games textbook now available" decoding="async" data-src="https://sdtimes.com/wp-content/uploads/2017/06/maze.png" data-eio-rwidth="720" data-eio-rheight="450" /><noscript><img width="720" height="450" src="https://sdtimes.com/wp-content/uploads/2017/06/maze.png" class="attachment-medium_large size-medium_large wp-post-image" alt="First public draft of Artificial Intelligence and Games textbook now available" decoding="async" data-eio="l" /></noscript> </div>
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<h3 class="entry-title"><a href="https://sdtimes.com/ai/first-public-draft-artificial-intelligence-games-textbook-now-available/" rel="bookmark">First public draft of Artificial Intelligence and Games textbook now available</a></h3><div class="entry-meta entry-meta-divider-dot">
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<span class="posted-by"><span class="meta-label">By</span><span class="author vcard"><a class="url fn n" href="https://sdtimes.com/author/madison-moore/">Madison Moore</a></span></span> <span class="posted-on">
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<time class="entry-date published" datetime="2017-06-05T13:57:52-04:00" itemprop="datePublished">June 5, 2017</time><time class="updated" datetime="2017-06-05T14:00:49-04:00" itemprop="dateModified">June 5, 2017</time> </span>
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<p>Artificial intelligence research has seen a lot progress over the years, moving from simply understanding images and speech to actually detecting emotions, driving cars, searching the web, and playing games. Because of these advancements, two AI experts decided to write an Artificial Intelligence and Games book, which will serve as the first comprehensive textbook on… … <a class="read-more" href="https://sdtimes.com/ai/first-public-draft-artificial-intelligence-games-textbook-now-available/">continue reading</a></p>
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<script async src="https://securepubads.g.doubleclick.net/tag/js/gpt.js"></script>
|
||
<script type="text/plain" data-cli-class="cli-blocker-script" data-cli-label="Google Publisher Tag" data-cli-script-type="advertisement" data-cli-block="true" data-cli-block-if-ccpa-optout="false" data-cli-element-position="body">
|
||
window.googletag = window.googletag || {cmd: []};
|
||
googletag.cmd.push(function() {
|
||
googletag.defineSlot('/67541884/Gutter_Right', [[300, 1050], [200, 1050]], 'div-gpt-ad-1621258503965-0').addService(googletag.pubads());
|
||
googletag.pubads().enableSingleRequest();
|
||
googletag.enableServices();
|
||
});
|
||
</script>
|
||
|
||
<!-- /67541884/Gutter_Right -->
|
||
<div id='div-gpt-ad-1621258503965-0' style='min-width: 200px; min-height: 1050px;'>
|
||
<script type="text/plain" data-cli-class="cli-blocker-script" data-cli-label="Google Publisher Tag" data-cli-script-type="advertisement" data-cli-block="true" data-cli-block-if-ccpa-optout="false" data-cli-element-position="body">
|
||
googletag.cmd.push(function() { googletag.display('div-gpt-ad-1621258503965-0'); });
|
||
</script>
|
||
</div> </div>
|
||
</div></div></div></div>
|
||
</div><!-- #wrapper -->
|
||
|
||
<script>document.documentElement.style.setProperty('--scrollbar-offset', window.innerWidth - document.documentElement.clientWidth + 'px' );</script>
|
||
<script>
|
||
(function(){
|
||
function setStickyOffsets(){
|
||
var hdr = document.querySelector('.site-header');
|
||
var nav = document.querySelector('.sdt-topic-nav');
|
||
if(!hdr) return;
|
||
var hh = Math.round(hdr.getBoundingClientRect().height);
|
||
document.documentElement.style.setProperty('--sdt-header-h', hh+'px');
|
||
if(nav){
|
||
nav.style.setProperty('top', hh+'px', 'important');
|
||
var nh = Math.round(nav.getBoundingClientRect().height);
|
||
document.documentElement.style.setProperty('--sdt-sticky-top', (hh+nh+4)+'px');
|
||
} else {
|
||
document.documentElement.style.setProperty('--sdt-sticky-top', (hh+4)+'px');
|
||
}
|
||
}
|
||
setStickyOffsets();
|
||
window.addEventListener('resize', setStickyOffsets);
|
||
window.addEventListener('load', setStickyOffsets);
|
||
})();
|
||
</script>
|
||
<script type="speculationrules">
|
||
{"prefetch":[{"source":"document","where":{"and":[{"href_matches":"/*"},{"not":{"href_matches":["/wp-*.php","/wp-admin/*","/wp-content/uploads/*","/wp-content/*","/wp-content/plugins/*","/wp-content/themes/kadence-child/*","/wp-content/themes/kadence/*","/*\\?(.+)"]}},{"not":{"selector_matches":"a[rel~=\"nofollow\"]"}},{"not":{"selector_matches":".no-prefetch, .no-prefetch a"}}]},"eagerness":"conservative"}]}
|
||
</script>
|
||
<script type="text/javascript">
|
||
jQuery('a[title="_blank"]').each(
|
||
function(i) {
|
||
jQuery(this).attr('target', '_blank');
|
||
jQuery(this).attr('title', jQuery(this).text());
|
||
}
|
||
);
|
||
</script> <a href="//www.dmca.com/Protection/Status.aspx?ID=884c2caa-a316-4e02-a37d-315f90b9d4d6" title="DMCA.com Protection Status" class="dmca-badge"> <img src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" alt="DMCA.com Protection Status" data-src="https://images.dmca.com/Badges/dmca-badge-w200-5x1-09.png?ID=884c2caa-a316-4e02-a37d-315f90b9d4d6" decoding="async" class="lazyload" /><noscript><img src ="https://images.dmca.com/Badges/dmca-badge-w200-5x1-09.png?ID=884c2caa-a316-4e02-a37d-315f90b9d4d6" alt="DMCA.com Protection Status" data-eio="l" /></noscript></a> <script src="https://images.dmca.com/Badges/DMCABadgeHelper.min.js"> </script><div class="wt-cli-cookie-bar-container" data-nosnippet="true"><!--googleoff: all--><div id="cookie-law-info-bar" role="dialog" aria-live="polite" aria-label="cookieconsent" aria-describedby="wt-cli-cookie-banner" data-cli-geo-loc="0" style="text-align:left; padding:15px 30px;" class="wt-cli-cookie-bar"><div class="cli-wrapper"><span id="wt-cli-cookie-banner"><div class="cli-bar-container cli-style-v2"><div class="cli-bar-message">We use cookies on our website to give you the most relevant experience by remembering your preferences and repeat visits. By clicking “Accept”, you consent to the use of ALL the cookies. However you may visit Cookie Settings to provide a controlled consent.</div><div class="cli-bar-btn_container"><a id="wt-cli-settings-btn" tabindex="0" role='button' style="border-bottom:1px solid; text-decoration:none; text-decoration:none;" class="wt-cli-element cli_settings_button" >Cookie settings</a><a id="wt-cli-accept-btn" tabindex="0" role='button' style="margin:5px 5px 5px 30px; border-radius:0; padding:8px 25px 8px 25px;" data-cli_action="accept" class="wt-cli-element medium cli-plugin-button cli-plugin-main-button cookie_action_close_header cli_action_button" >ACCEPT</a></div></div></span></div></div><div tabindex="0" id="cookie-law-info-again" style="display:none;"><span id="cookie_hdr_showagain">Manage consent</span></div><div class="cli-modal" id="cliSettingsPopup" role="dialog" aria-labelledby="wt-cli-privacy-title" tabindex="-1" aria-hidden="true">
|
||
<div class="cli-modal-dialog" role="document">
|
||
<div class="cli-modal-content cli-bar-popup">
|
||
<button aria-label="Close" type="button" class="cli-modal-close" id="cliModalClose">
|
||
<svg class="" viewBox="0 0 24 24"><path d="M19 6.41l-1.41-1.41-5.59 5.59-5.59-5.59-1.41 1.41 5.59 5.59-5.59 5.59 1.41 1.41 5.59-5.59 5.59 5.59 1.41-1.41-5.59-5.59z"></path><path d="M0 0h24v24h-24z" fill="none"></path></svg>
|
||
<span class="wt-cli-sr-only">Close</span>
|
||
</button>
|
||
<div class="cli-modal-body">
|
||
|
||
<div class="wt-cli-element cli-container-fluid cli-tab-container">
|
||
<div class="cli-row">
|
||
<div class="cli-col-12 cli-align-items-stretch cli-px-0">
|
||
<div class="cli-privacy-overview">
|
||
<h4 id='wt-cli-privacy-title'>Privacy Overview</h4> <div class="cli-privacy-content">
|
||
<div class="cli-privacy-content-text">This website uses cookies to improve your experience while you navigate through the website. Out of these cookies, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. We also use third-party cookies that help us analyze and understand how you use this website. These cookies will be stored in your browser only with your consent. You also have the option to opt-out of these cookies. But opting out of some of these cookies may have an effect on your browsing experience.</div>
|
||
</div>
|
||
<a id="wt-cli-privacy-readmore" tabindex="0" role="button" class="cli-privacy-readmore" data-readmore-text="Show more" data-readless-text="Show less"></a> </div>
|
||
</div>
|
||
<div class="cli-col-12 cli-align-items-stretch cli-px-0 cli-tab-section-container" role="tablist">
|
||
|
||
|
||
<div class="cli-tab-section">
|
||
<div class="cli-tab-header">
|
||
<a id="wt-cli-tab-link-necessary" tabindex="0" role="tab" aria-expanded="false" aria-describedby="wt-cli-tab-necessary" aria-controls="wt-cli-tab-necessary" class="cli-nav-link cli-settings-mobile" data-target="necessary" data-toggle="cli-toggle-tab">
|
||
Necessary </a>
|
||
<div class="wt-cli-necessary-checkbox">
|
||
<input type="checkbox" class="cli-user-preference-checkbox" id="wt-cli-checkbox-necessary" aria-label="Necessary" data-id="checkbox-necessary" checked="checked" />
|
||
<label class="form-check-label" for="wt-cli-checkbox-necessary"> Necessary </label>
|
||
</div>
|
||
<span class="cli-necessary-caption">
|
||
Always Enabled </span>
|
||
</div>
|
||
<div class="cli-tab-content">
|
||
<div id="wt-cli-tab-necessary" tabindex="0" role="tabpanel" aria-labelledby="wt-cli-tab-link-necessary" class="cli-tab-pane cli-fade" data-id="necessary">
|
||
<div class="wt-cli-cookie-description">Necessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.
|
||
<table class="wt-cli-element cookielawinfo-row-cat-table cookielawinfo-winter"><thead><tr><th scope="col" class="cookielawinfo-column-1">Cookie</th><th scope="col" class="cookielawinfo-column-3">Duration</th><th scope="col" class="cookielawinfo-column-4">Description</th></tr></thead><tbody><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cf_use_ob</td><td class="cookielawinfo-column-3">past</td><td class="cookielawinfo-column-4">Cloudflare sets this cookie to improve page load times and to disallow any security restrictions based on the visitor's IP address.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-advertisement</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">Set by the GDPR Cookie Consent plugin, this cookie is used to record the user consent for the cookies in the "Advertisement" category .</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-analytics</td><td class="cookielawinfo-column-3">11 months</td><td class="cookielawinfo-column-4">This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Analytics".</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-functional</td><td class="cookielawinfo-column-3">11 months</td><td class="cookielawinfo-column-4">The cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Functional".</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-necessary</td><td class="cookielawinfo-column-3">11 months</td><td class="cookielawinfo-column-4">This cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category "Necessary".</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-others</td><td class="cookielawinfo-column-3">11 months</td><td class="cookielawinfo-column-4">This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Other.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-performance</td><td class="cookielawinfo-column-3">11 months</td><td class="cookielawinfo-column-4">This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Performance".</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">CookieLawInfoConsent</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">Records the default button state of the corresponding category & the status of CCPA. It works only in coordination with the primary cookie.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">JSESSIONID</td><td class="cookielawinfo-column-3">session</td><td class="cookielawinfo-column-4">The JSESSIONID cookie is used by New Relic to store a session identifier so that New Relic can monitor session counts for an application.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">PHPSESSID</td><td class="cookielawinfo-column-3">session</td><td class="cookielawinfo-column-4">This cookie is native to PHP applications. The cookie is used to store and identify a users' unique session ID for the purpose of managing user session on the website. The cookie is a session cookies and is deleted when all the browser windows are closed.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">viewed_cookie_policy</td><td class="cookielawinfo-column-3">11 months</td><td class="cookielawinfo-column-4">The cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data.</td></tr></tbody></table></div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-section">
|
||
<div class="cli-tab-header">
|
||
<a id="wt-cli-tab-link-functional" tabindex="0" role="tab" aria-expanded="false" aria-describedby="wt-cli-tab-functional" aria-controls="wt-cli-tab-functional" class="cli-nav-link cli-settings-mobile" data-target="functional" data-toggle="cli-toggle-tab">
|
||
Functional </a>
|
||
<div class="cli-switch">
|
||
<input type="checkbox" class="cli-user-preference-checkbox" id="wt-cli-checkbox-functional" aria-label="functional" data-id="checkbox-functional" role="switch" aria-controls="wt-cli-tab-link-functional" aria-labelledby="wt-cli-tab-link-functional" />
|
||
<label for="wt-cli-checkbox-functional" class="cli-slider" data-cli-enable="Enabled" data-cli-disable="Disabled"><span class="wt-cli-sr-only">functional</span></label>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-content">
|
||
<div id="wt-cli-tab-functional" tabindex="0" role="tabpanel" aria-labelledby="wt-cli-tab-link-functional" class="cli-tab-pane cli-fade" data-id="functional">
|
||
<div class="wt-cli-cookie-description">Functional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.
|
||
<table class="wt-cli-element cookielawinfo-row-cat-table cookielawinfo-winter"><thead><tr><th scope="col" class="cookielawinfo-column-1">Cookie</th><th scope="col" class="cookielawinfo-column-3">Duration</th><th scope="col" class="cookielawinfo-column-4">Description</th></tr></thead><tbody><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">__atuvc</td><td class="cookielawinfo-column-3">1 year 1 month</td><td class="cookielawinfo-column-4">AddThis sets this cookie to ensure that the updated count is seen when one shares a page and returns to it, before the share count cache is updated.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">__atuvs</td><td class="cookielawinfo-column-3">30 minutes</td><td class="cookielawinfo-column-4">AddThis sets this cookie to ensure that the updated count is seen when one shares a page and returns to it, before the share count cache is updated.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">__cf_bm</td><td class="cookielawinfo-column-3">30 minutes</td><td class="cookielawinfo-column-4">This cookie, set by Cloudflare, is used to support Cloudflare Bot Management.</td></tr></tbody></table></div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-section">
|
||
<div class="cli-tab-header">
|
||
<a id="wt-cli-tab-link-performance" tabindex="0" role="tab" aria-expanded="false" aria-describedby="wt-cli-tab-performance" aria-controls="wt-cli-tab-performance" class="cli-nav-link cli-settings-mobile" data-target="performance" data-toggle="cli-toggle-tab">
|
||
Performance </a>
|
||
<div class="cli-switch">
|
||
<input type="checkbox" class="cli-user-preference-checkbox" id="wt-cli-checkbox-performance" aria-label="performance" data-id="checkbox-performance" role="switch" aria-controls="wt-cli-tab-link-performance" aria-labelledby="wt-cli-tab-link-performance" />
|
||
<label for="wt-cli-checkbox-performance" class="cli-slider" data-cli-enable="Enabled" data-cli-disable="Disabled"><span class="wt-cli-sr-only">performance</span></label>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-content">
|
||
<div id="wt-cli-tab-performance" tabindex="0" role="tabpanel" aria-labelledby="wt-cli-tab-link-performance" class="cli-tab-pane cli-fade" data-id="performance">
|
||
<div class="wt-cli-cookie-description">Performance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.
|
||
<table class="wt-cli-element cookielawinfo-row-cat-table cookielawinfo-winter"><thead><tr><th scope="col" class="cookielawinfo-column-1">Cookie</th><th scope="col" class="cookielawinfo-column-3">Duration</th><th scope="col" class="cookielawinfo-column-4">Description</th></tr></thead><tbody><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">ac_enable_tracking</td><td class="cookielawinfo-column-3">1 month</td><td class="cookielawinfo-column-4">This cookie is set by Active Campaign to denote that traffic is enabled for the website.</td></tr></tbody></table></div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-section">
|
||
<div class="cli-tab-header">
|
||
<a id="wt-cli-tab-link-analytics" tabindex="0" role="tab" aria-expanded="false" aria-describedby="wt-cli-tab-analytics" aria-controls="wt-cli-tab-analytics" class="cli-nav-link cli-settings-mobile" data-target="analytics" data-toggle="cli-toggle-tab">
|
||
Analytics </a>
|
||
<div class="cli-switch">
|
||
<input type="checkbox" class="cli-user-preference-checkbox" id="wt-cli-checkbox-analytics" aria-label="analytics" data-id="checkbox-analytics" role="switch" aria-controls="wt-cli-tab-link-analytics" aria-labelledby="wt-cli-tab-link-analytics" checked='checked' />
|
||
<label for="wt-cli-checkbox-analytics" class="cli-slider" data-cli-enable="Enabled" data-cli-disable="Disabled"><span class="wt-cli-sr-only">analytics</span></label>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-content">
|
||
<div id="wt-cli-tab-analytics" tabindex="0" role="tabpanel" aria-labelledby="wt-cli-tab-link-analytics" class="cli-tab-pane cli-fade" data-id="analytics">
|
||
<div class="wt-cli-cookie-description">Analytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.
|
||
<table class="wt-cli-element cookielawinfo-row-cat-table cookielawinfo-winter"><thead><tr><th scope="col" class="cookielawinfo-column-1">Cookie</th><th scope="col" class="cookielawinfo-column-3">Duration</th><th scope="col" class="cookielawinfo-column-4">Description</th></tr></thead><tbody><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">__gads</td><td class="cookielawinfo-column-3">1 year 24 days</td><td class="cookielawinfo-column-4">The __gads cookie, set by Google, is stored under DoubleClick domain and tracks the number of times users see an advert, measures the success of the campaign and calculates its revenue. This cookie can only be read from the domain they are set on and will not track any data while browsing through other sites.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_ga</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">The _ga cookie, installed by Google Analytics, calculates visitor, session and campaign data and also keeps track of site usage for the site's analytics report. The cookie stores information anonymously and assigns a randomly generated number to recognize unique visitors.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_ga_S6PB8V57DG</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">This cookie is installed by Google Analytics.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_gat_gtag_UA_846073_1</td><td class="cookielawinfo-column-3">1 minute</td><td class="cookielawinfo-column-4">Set by Google to distinguish users.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_gid</td><td class="cookielawinfo-column-3">1 day</td><td class="cookielawinfo-column-4">Installed by Google Analytics, _gid cookie stores information on how visitors use a website, while also creating an analytics report of the website's performance. Some of the data that are collected include the number of visitors, their source, and the pages they visit anonymously.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_jsuid</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">This cookie contains random number which is generated when a visitor visits the website for the first time. This cookie is used to identify the new visitors to the website.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">at-rand</td><td class="cookielawinfo-column-3">never</td><td class="cookielawinfo-column-4">AddThis sets this cookie to track page visits, sources of traffic and share counts.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">CONSENT</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">YouTube sets this cookie via embedded youtube-videos and registers anonymous statistical data.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">iutk</td><td class="cookielawinfo-column-3">5 months 27 days</td><td class="cookielawinfo-column-4">This cookie is used by Issuu analytic system to gather information regarding visitor activity on Issuu products.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">uvc</td><td class="cookielawinfo-column-3">1 year 1 month</td><td class="cookielawinfo-column-4">Set by addthis.com to determine the usage of addthis.com service.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">vuid</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">Vimeo installs this cookie to collect tracking information by setting a unique ID to embed videos to the website.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">WMF-Last-Access</td><td class="cookielawinfo-column-3">1 month 14 hours 26 minutes</td><td class="cookielawinfo-column-4">This cookie is used to calculate unique devices accessing the website.</td></tr></tbody></table></div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-section">
|
||
<div class="cli-tab-header">
|
||
<a id="wt-cli-tab-link-advertisement" tabindex="0" role="tab" aria-expanded="false" aria-describedby="wt-cli-tab-advertisement" aria-controls="wt-cli-tab-advertisement" class="cli-nav-link cli-settings-mobile" data-target="advertisement" data-toggle="cli-toggle-tab">
|
||
Advertisement </a>
|
||
<div class="cli-switch">
|
||
<input type="checkbox" class="cli-user-preference-checkbox" id="wt-cli-checkbox-advertisement" aria-label="advertisement" data-id="checkbox-advertisement" role="switch" aria-controls="wt-cli-tab-link-advertisement" aria-labelledby="wt-cli-tab-link-advertisement" />
|
||
<label for="wt-cli-checkbox-advertisement" class="cli-slider" data-cli-enable="Enabled" data-cli-disable="Disabled"><span class="wt-cli-sr-only">advertisement</span></label>
|
||
</div>
|
||
</div>
|
||
<div class="cli-tab-content">
|
||
<div id="wt-cli-tab-advertisement" tabindex="0" role="tabpanel" aria-labelledby="wt-cli-tab-link-advertisement" class="cli-tab-pane cli-fade" data-id="advertisement">
|
||
<div class="wt-cli-cookie-description">Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns. These cookies track visitors across websites and collect information to provide customized ads.
|
||
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