{"id":6950,"date":"2022-01-25T12:55:30","date_gmt":"2022-01-25T07:25:30","guid":{"rendered":"https:\/\/www.calltutors.com\/blog\/?p=6950"},"modified":"2024-06-17T08:18:58","modified_gmt":"2024-06-17T12:18:58","slug":"data-mining-vs-data-analysis","status":"publish","type":"post","link":"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/","title":{"rendered":"Data Mining vs Data Analysis: The Key Differences You Should Know"},"content":{"rendered":"\n<p>Are you interested in knowing about some key differences between Data Mining vs Data Analysis? If yes, then you are at the right place. Data Mining vs Data Analysis is always a big concern among the students. Before going deeper, Let\u2019s start with a short introduction to each of these terms.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"introduction-to-data-mining\"><\/span>Introduction To Data Mining<span class=\"ez-toc-section-end\"><\/span><\/h2><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_74 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69dde184bc208\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69dde184bc208\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#introduction-to-data-mining\" >Introduction To Data Mining<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#introduction-to-data-analysis\" >Introduction To Data Analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#data-mining-vs-data-analysis-techniques\" >Data Mining vs Data Analysis: Techniques&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#data-mining-vs-data-analysis-the-key-differences\" >Data Mining vs Data Analysis: The Key Differences<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#data-mining-vs-data-analysis-head-to-head-comparison\" >Data Mining vs Data Analysis: Head To Head Comparison<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#data-mining-vs-data-analysis-in-tabular-form\" >Data Mining vs Data Analysis: In Tabular Form<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#data-mining-vs-data-analysis-tools\" >Data Mining vs Data Analysis: Tools<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#data-mining-vs-data-analysis-career-opportunities\" >Data Mining vs Data Analysis: Career Opportunities<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#data-mining-vs-data-analysis-skills-requirement\" >Data Mining vs Data Analysis: Skills Requirement<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#skills-requirement-in-data-mining\" >Skills Requirement In Data Mining<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#skills-requirement-in-data-analysis\" >Skills Requirement In Data Analysis<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#conclusion-data-mining-vs-data-analysis\" >Conclusion: Data Mining vs Data Analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#faqs-related-to-data-mining-vs-data-analysis\" >FAQs Related To Data Mining vs Data Analysis<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#is-data-mining-related-to-data-analytics\" >Is data mining related to data analytics?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.calltutors.com\/blog\/data-mining-vs-data-analysis\/#what-are-the-types-of-data-mining\" >What are the types of data mining?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<p>Data mining is a method that converts raw data into meaningful data. It assists organizations in developing more innovative strategies, increasing sales, generating revenue, and growing a business through cost reduction. Because data mining is based on research, many companies employ it to turn data into meaningful information.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"introduction-to-data-analysis\"><\/span>Introduction To Data Analysis<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data analysis is a process for investigating, analysing, and demonstrating data in order to discover relevant information. There are numerous forms of that, but most people focus on quantitative data initially. For example, census data comes after surveying.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-data-analysis-techniques\"><\/span>Data Mining vs Data Analysis: Techniques&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Have a look at some techniques of both Data mining and Data analysis:<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td><strong>Data Mining<\/strong><\/td><td><strong>Data Analysis<\/strong><\/td><\/tr><tr><td><li>Classification analysis<\/li><br><li>Association Rule Learning<\/li><br><li>Outlier detection<\/li><br><li>Clustering Analysis<\/li><br><li>Regression Analysis<\/li><\/td><td><li>Regression analysis<\/li><br><li>Factor analysis<\/li><br><li>Monte Carlo simulation<\/li><br><li>Cohort analysis<\/li><br><li>Time series analysis<\/li><br><li>Sentiment analysis<\/li><br><li>Cluster analysis<\/li><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-data-analysis-the-key-differences\"><\/span>Data Mining vs Data Analysis: The Key Differences<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Although data mining and data analysis are separate terms and processes, some individuals use them interchangeably. This is also dependent on the organisation or project team performing such tasks where this distinction is not explicitly marked. To establish their separate identity, we will highlight the following key differences:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Data analysis provides insights or evaluates hypotheses or models based on data. In this stage, companies can leverage <a href=\"https:\/\/baserow.io\/blog\/google-sheets-alternatives\" data-type=\"link\" data-id=\"https:\/\/baserow.io\/blog\/google-sheets-alternatives\" target=\"_blank\" rel=\"noopener\">Google Sheets alternatives<\/a> to efficiently organize and analyze their data, thereby enhancing their data mining and analysis processes.<\/li>\n\n\n\n<li>One of the activities in Data Analysis is data mining. Data analysis is a comprehensive set of activities that involves the collection, preparation, and modelling of data in order to extract meaningful insights or knowledge. Sometimes, both are included as Business Intelligence subsets.<\/li>\n\n\n\n<li>The majority of data mining research focuses on structured data, and also, on both structured, semi-structured, and unstructured data, the data analysis can be done.<\/li>\n\n\n\n<li>Data Mining&#8217;s goal is to make data more usable, whereas Data Analysis aids in proving a hypothesis or making business decisions.<\/li>\n\n\n\n<li>There is no requirement for a preexisting theory in data mining to detect a pattern or trend in data. In contrast, data analysis tests a particular theory.<\/li>\n\n\n\n<li>Data mining utilises mathematical and scientific approaches to detect patterns or trends, whereas data analysis employs business intelligence and analytics models.<\/li>\n\n\n\n<li>Although data mining does not often include the use of a visualisation tool, data analysis is usually accompanied by the visualisation of outcomes.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-data-analysis-head-to-head-comparison\"><\/span>Data Mining vs Data Analysis: Head To Head Comparison<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"1080\" height=\"1920\" src=\"https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2022\/01\/Data-Mining-vs-Data-Analysis-1.webp\" alt=\"Data Mining vs Data Analysis\" class=\"wp-image-6954\" srcset=\"https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2022\/01\/Data-Mining-vs-Data-Analysis-1.webp 1080w, https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2022\/01\/Data-Mining-vs-Data-Analysis-1-169x300.webp 169w, https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2022\/01\/Data-Mining-vs-Data-Analysis-1-576x1024.webp 576w, https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2022\/01\/Data-Mining-vs-Data-Analysis-1-768x1365.webp 768w, https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2022\/01\/Data-Mining-vs-Data-Analysis-1-864x1536.webp 864w, https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2022\/01\/Data-Mining-vs-Data-Analysis-1-150x267.webp 150w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-data-analysis-in-tabular-form\"><\/span>Data Mining vs Data Analysis: In Tabular Form<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Basis For Comparision<\/strong><\/td><td><strong>Data Mining<\/strong><\/td><td><strong>Data Analysis<\/strong><\/td><\/tr><tr><td><strong>Definition<\/strong><\/td><td>It is the technique of identifying significant patterns in big datasets.<\/td><td>It is the process of analysing and arranging raw data to derive meaningful information and make decisions.<\/td><\/tr><tr><td><strong>Models<\/strong><\/td><td>Mathematical and statistical models are frequently required.<\/td><td>Analytical and business intelligence models are frequently required.<\/td><\/tr><tr><td><strong>Required Knowledge<\/strong><\/td><td>It usually requires knowledge of machine learning, statistics, and databases.<\/td><td>It usually requires knowledge of computer science, statistics, mathematics, and Al\/Machine Learning.<\/td><\/tr><tr><td><strong>Function<\/strong><\/td><td>It is used to find hidden patterns from raw data sets.<\/td><td>In this case, all operations are involved in analysing data sets and getting fine conclusions.<\/td><\/tr><tr><td><strong>Visualization<\/strong><\/td><td>Generally, it doesn&#8217;t require visualization.<\/td><td>Data visualisation is absolutely required.<\/td><\/tr><tr><td><strong>Also known as<\/strong><\/td><td>It is also known as Knowledge discovery in databases.<\/td><td>Descriptive statistics, exploratory data analysis, and confirmatory data analysis are the kinds of data analysis.<\/td><\/tr><tr><td><strong>Data set<\/strong><\/td><td>This data set is often vast and well-structured.<\/td><td>The size of the data collection might be huge, medium, or a small one. Also, it can be, Structured, semi-structured, or unstructured.<\/td><\/tr><tr><td><strong>Purpose<\/strong><\/td><td>The primary purpose is to make data useful.<\/td><td>Its purpose is to make data-driven decisions.<\/td><\/tr><tr><td><strong>Output<\/strong><\/td><td>It displays data tendencies and trends.<\/td><td>The output is verified or it will be the discarded hypothesis.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-data-analysis-tools\"><\/span>Data Mining vs Data Analysis: Tools<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Have a look at some tools of both Data mining and Data analysis:<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td><strong>Data Mining<\/strong><\/td><td><strong>Data Analysis<\/strong><\/td><\/tr><tr><td><li>Rapid Miner<\/li><br><li>Python<\/li><br><li>Rattle<\/li><br><li>Teradata<\/li><br><li>Orange<\/li><br><li>Knime<\/li><br><li>Oracle Data Mining<\/li><br><li>Kaggle<\/li><br><li>Weka<\/li><br><li>IBM SPSS Modeler<\/li><\/td><td><li>Tableau<\/li><br><li>QlikView<\/li><br><li>Microsoft Excel<\/li><br><li>Tableau<\/li><br><li>Google Data Studio<\/li><br><li>KNIME<\/li><br><li>Splunk<\/li><br><li>Apache Spark<\/li><br><li>Power BI<\/li><br><li>Talend<\/li><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><a href=\"https:\/\/www.calltutors.com\/AskAssignment\"><img decoding=\"async\" width=\"720\" height=\"270\" src=\"https:\/\/www.calltutors.com\/blog\/wp-content\/uploads\/2021\/09\/Best-Assignment-Help-Services-1.gif\" alt=\"Best Assignment Help Services\" class=\"wp-image-5322\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-data-analysis-career-opportunities\"><\/span>Data Mining vs Data Analysis: Career Opportunities<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Have a look at some career opportunities of both Data mining and Data analysis:<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td><strong>Data Mining<\/strong><\/td><td><strong>Data Analysis<\/strong><\/td><\/tr><tr><td><li>Data analyst<\/li><br><li>Social media analyst<\/li><br><li>Data scientist<\/li><br><li>Business analyst<\/li><br><li>Digital marketing analyst<\/li><\/td><td><li>Financial Analyst<\/li><br><li>Sales analytics<\/li><br><li>Business analyst<\/li><br><li>Machine learning analyst<\/li><br><li>Budget analyst<\/li><br><li>Business product analyst<\/li><br><li>Social media data analyst<\/li><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-data-analysis-skills-requirement\"><\/span>Data Mining vs Data Analysis: Skills Requirement<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Have a look at some skills requirements of both Data mining and Data analysis:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"skills-requirement-in-data-mining\"><\/span>Skills Requirement In Data Mining<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The skills that are required in Data mining are the following:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hands-on expertise with operating systems such as Linux, Windows, and others.<\/li>\n\n\n\n<li>Machine learning Programming languages like Python programming and JavaScript are two examples of programming languages.<\/li>\n\n\n\n<li>Expertise in data analysis tools like NoSQL and SAS.<\/li>\n\n\n\n<li>Familiar with industry trends<\/li>\n\n\n\n<li>Public Speaking Capabilities<\/li>\n\n\n\n<li>Expertise in statistics<\/li>\n\n\n\n<li>Understanding of data structures and algorithms<\/li>\n\n\n\n<li>Proficiency in business intelligence<\/li>\n\n\n\n<li>Natural language processing and deep learning<\/li>\n<\/ul>\n\n\n\n<p>In addition to these abilities, the data mining specialist should have interpersonal, problem-solving, and decision-making abilities.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"skills-requirement-in-data-analysis\"><\/span>Skills Requirement In Data Analysis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The skills that are required in Data analysis are the following:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong knowledge and understanding of industry trends.<\/li>\n\n\n\n<li>Mathematical expertise is required for numerical data processing.<\/li>\n\n\n\n<li>NoSQL and SAS are examples of data analysis tools.<\/li>\n\n\n\n<li>Extensive knowledge of machine learning concepts.<\/li>\n\n\n\n<li>Critical thinking and problem-solving abilities are required.<\/li>\n\n\n\n<li>Data visualisation abilities<\/li>\n\n\n\n<li>Excellent mastery of MS Excel Presentation Skills<\/li>\n\n\n\n<li>Deep knowledge of programming languages like R or Python<\/li>\n\n\n\n<li>Great communication abilities<\/li>\n<\/ul>\n\n\n\n<p>Apart from these skills, the data analyst should work with the team.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"conclusion-data-mining-vs-data-analysis\"><\/span>Conclusion: Data Mining vs Data Analysis<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>In this blog, we have discussed Data Mining vs Data Analysis.&nbsp; And after comparing it\u2019s clear that both Data Mining vs Data Analysis are good ones to learn for students. And, for the students to understand the essential differences between the terms Data Mining vs Data Analysis is very helpful. But if in any case, you need assistance regarding <a href=\"https:\/\/www.calltutors.com\/Articles\/data-mining-assignment-help\">Data Mining Assignment Help<\/a> then feel free to contact us. We are always available to help you.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"faqs-related-to-data-mining-vs-data-analysis\"><\/span>FAQs Related To Data Mining vs Data Analysis<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list \">\n<div id=\"faq-question-1643094452755\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><span class=\"ez-toc-section\" id=\"is-data-mining-related-to-data-analytics\"><\/span><strong>Is data mining related to data analytics?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Data mining is a vital part of data analytics and one of the major disciplines in data science that use advanced analytical techniques to discover meaningful information in data sets.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1643094466245\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><span class=\"ez-toc-section\" id=\"what-are-the-types-of-data-mining\"><\/span><strong>What are the types of data mining?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>The types of data mining are the following which are shown below:<br \/>1. Pictorial data mining<br \/>2. Text mining<br \/>3. Social media mining<br \/>4. Web mining<br \/>5. Audio and Video mining<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Are you interested in knowing about some key differences between Data Mining vs Data Analysis? If yes, then you are at the right place. Data Mining vs Data Analysis is always a big concern among the students. Before going deeper, Let\u2019s start with a short introduction to each of these terms. Introduction To Data Mining [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6951,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[47],"tags":[774],"class_list":["post-6950","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-education","tag-data-mining-vs-data-analysis"],"_links":{"self":[{"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/posts\/6950","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/comments?post=6950"}],"version-history":[{"count":2,"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/posts\/6950\/revisions"}],"predecessor-version":[{"id":27634,"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/posts\/6950\/revisions\/27634"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/media\/6951"}],"wp:attachment":[{"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/media?parent=6950"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/categories?post=6950"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.calltutors.com\/blog\/wp-json\/wp\/v2\/tags?post=6950"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}