{"id":8552,"date":"2024-06-28T22:31:33","date_gmt":"2024-06-28T17:01:33","guid":{"rendered":"https:\/\/www.scaler.com\/blog\/?p=8552"},"modified":"2026-04-27T15:06:08","modified_gmt":"2026-04-27T09:36:08","slug":"data-analytics-course-syllabus","status":"publish","type":"post","link":"https:\/\/www.scaler.com\/blog\/data-analytics-course-syllabus\/","title":{"rendered":"Data Analyst Course Syllabus for 2026 |Topics, Tools &amp; Career Roadmap"},"content":{"rendered":"\n<p>You\u2019re curious about data analytics, and honestly, that\u2019s already a great start!<\/p>\n\n\n\n<p>The field can feel big from the outside, but once you understand what you actually need to learn, things become a lot clearer. That\u2019s why looking at the syllabus that includes an updated curriculum matters. Many colleges\/universities end up failing to do so, which leaves so many promising graduates to resort to self-learning for attaining in-demand skills.<\/p>\n\n\n\n<p>Data analytics itself has changed a lot recently. With AI tools becoming common and most companies shifting to cloud platforms. That is exactly why updated courses today heavily rely on project-based learning, more automation, and a stronger focus on dashboards and decision-making, as all of these things matter in today\u2019s workplaces.&nbsp;<\/p>\n\n\n\n<p>And to help you find a data science syllabus that is relevant today, we have listed the data science syllabus along with various aspects revolving around this field. You can also go through <a href=\"https:\/\/www.scaler.com\/data-science-course\/?utm_source=organic_blog&amp;utm_medium=in_content_top&amp;utm_content=data-analytics-course-syllabus\">Scaler\u2019s Data Science Course Page<\/a> to check out our course syllabus and reach out to us if you are looking for a guided program. We are always here to help.<\/p>\n\n\n\n<p>Alright, let\u2019s take this step together!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"what-is-data-analytics-why-learn-it-in-2026\"><\/span><strong>What is Data Analytics &amp; Why Learn It in 202<\/strong>6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data analytics basically means converting raw data sets and information into clear and understandable segments. As a data analyst, you\u2019ll have to deal with various challenges, such as spotting patterns, answering questions, and helping teams make smarter choices based on insights collected. All the said tasks can be done only when you are familiar with the required tools. Hence, the more natural you are at analyzing data, the more rewarding opportunities you\u2019ll be able to look for.&nbsp;<\/p>\n\n\n\n<p>Right now, demand for data analysts keeps increasing, like always, in India and globally. Former data shows that a large share of job postings in India, which is about <a href=\"https:\/\/timesofindia.indiatimes.com\/business\/india-business\/india-tops-global-demand-for-data-analytics-jobs\/articleshow\/113641351.cms\" target=\"_blank\" rel=\"noopener\">17.4%<\/a> now demand analytics skills.<a href=\"https:\/\/timesofindia.indiatimes.com\/business\/india-business\/india-tops-global-demand-for-data-analytics-jobs\/articleshow\/113641351.cms?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\"> <\/a>Freshers in India typically start with salaries around <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/data-analyst-salary-SRCH_KO0,12.htm\" target=\"_blank\" rel=\"noopener\">\u20b94-8 LPA<\/a>, while those with a few years\u2019 experience often earn <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/data-analyst-salary-SRCH_KO0,12.htm\" target=\"_blank\" rel=\"noopener\">\u20b96-12 LPA<\/a> or more.&nbsp;<\/p>\n\n\n\n<p>So, if you are looking for a path that grows steadily as years of work go by, then data analysis as a field can surely be considered.&nbsp;<\/p>\n\n\n\n<p>You can get further information about this field by clicking on the <a href=\"https:\/\/www.scaler.com\/blog\/data-analyst-career-path\/\">Data Science Career Path<\/a>.<\/p>\n\n\n\n<p>Here is a summary table of the salary trends in India as well as in Global Markets<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Stop learning AI in fragments\u2014master a structured <a href=\"https:\/\/www.scaler.com\/iit-roorkee-advanced-ai-engineering-course\">AI Engineering Course<\/a> with hands-on GenAI systems with IIT Roorkee CEC Certification<\/strong><\/h3>\n\n\n\n<!DOCTYPE html>\n<html>\n  <head>\n    <title>Hello World!<\/title>\n    <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n    <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Lato:wght@400;600;700&#038;display=swap\" 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  }\n      }\n\n      \/* Responsive visibility utilities *\/\n      .show-in-mobile {\n        display: none;\n      }\n      .hide-in-mobile {\n        display: block;\n      }\n\n      \/* Mobile breakpoint (768px and below) *\/\n      @media (max-width: 768px) {\n        .show-in-mobile {\n          display: block;\n        }\n        .hide-in-mobile {\n          display: none;\n        }\n      }\n    <\/style>\n  <\/head>\n  <body>\n      <div class=\"iitr_banner_container\">\n        <div class=\"iitr_banner_content\">\n          <img decoding=\"async\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/281\/original\/Frame_1430102419.svg?1769058073\" class=\"iitr_banner_image_logo\" \/>\n          <div class=\"iitr_banner_title\">\n            AI Engineering Course Advanced Certification by \n            <span class=\"iitr_banner_title_highlight\">\n              IIT-Roorkee CEC\n            <\/span>\n          <\/div>\n          <div class=\"iitr_banner_subtitle\">\n            A hands on AI engineering program covering Machine Learning, Generative AI, and LLMs &#8211; designed for working professionals &#038; delivered by IIT Roorkee in collaboration with Scaler.\n          <\/div>\n          <a class=\"iitr_banner_btn\" href=\"#\" id=\"iitr_banner_btn\">Enrol Now<\/a>\n        <\/div>\n        <!-- Desktop Image -->\n        <img decoding=\"async\" class=\"iitr_banner_image hide-in-mobile\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/282\/original\/iitr_2.svg?1769058132\" \/>\n        <!-- Mobile Image -->\n        <img decoding=\"async\" class=\"iitr_banner_image show-in-mobile\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/283\/original\/iitr_2_%281%29.svg?1769059469\" \/>\n      <\/div>\n      <script>\n        document.addEventListener(\"DOMContentLoaded\", () => {\n          const pathParts = location.pathname.split(\"\/\").filter(Boolean);\n          const currentSlug = pathParts.length > 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n          const url = `https:\/\/www.scaler.com\/iit-roorkee-advanced-ai-engineering-course?utm_source=blog&utm_medium=iit_roorkee&utm_content=${currentSlug}`;\n          const btns = document.querySelectorAll(\".iitr_banner_btn\");\n          btns.forEach(btn => {\n            btn.href = url;\n          });\n        });\n      <\/script>\n  <\/body>\n<\/html>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-analytics-growth-trend\"><\/span><strong>Data Analytics Growth Trend<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Metric<\/strong><\/td><td><strong>2023<\/strong><\/td><td><strong>2025<\/strong><\/td><td><strong>Growth %<\/strong><\/td><\/tr><tr><td><strong>1. Global Analytics Market Value<\/strong><\/td><td>Around $110B<\/td><td>Around $138B<\/td><td><strong>+25%<\/strong><\/td><\/tr><tr><td><strong>2. Data &amp; Analytics Job Demand in India<\/strong><\/td><td>Around $3.55B<\/td><td>Projected $16B<\/td><td><strong>26% CAGR\/ 8 old increase as per NASSCOM<\/strong><\/td><\/tr><tr><td><strong>3. Avg Entry-Level Salary (India)<\/strong><\/td><td>\u20b94-6 LPA<\/td><td>\u20b96-9 LPA<\/td><td><strong>+40-50%<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Most leading industry reports show steady growth in the global analytics market, driven by AI adoption, cloud tools, and digital transformation. In India, hiring demand for analytics roles continues to rise across sectors like BFSI, healthcare, retail, and tech. Entry-level salaries have also improved as companies compete for talent with practical data skills.<\/p>\n\n\n\n<p>Now that you have a rough idea of what the data analytics field entails, let\u2019s quickly look into the updated course syllabus you must definitely follow!<\/p>\n\n\n\n<p>The data analytics syllabus in 2025-26 is made by combining the fundamentals you need to get started with the advanced tools companies now expect. Most modern programs follow a structure like this that is beginner foundations, hands-on tool training, and project-based learning, and this is what you should also plan to follow for proper exposure and practice.<\/p>\n\n\n\n<p>Here\u2019s a simple overview of the up-to-date data analytics syllabus 2025:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Module<\/strong><\/td><td><strong>Key Topics<\/strong><\/td><td><strong>Tools<\/strong><\/td><td><strong>Level<\/strong><\/td><\/tr><tr><td><strong>Excel for Analytics<\/strong><\/td><td>Power Query, Dashboards<\/td><td>Excel, Power Pivot<\/td><td>Beginner<\/td><\/tr><tr><td><strong>SQL Fundamentals<\/strong><\/td><td>Queries, Joins, DB Design<\/td><td>MySQL, BigQuery<\/td><td>Beginner-Intermediate<\/td><\/tr><tr><td><strong>Python for Analytics<\/strong><\/td><td>Pandas, Visualization, Basic ML<\/td><td>Python, Jupyter<\/td><td>Intermediate<\/td><\/tr><tr><td><strong>R Programming<\/strong><\/td><td>Statistics, Regression<\/td><td>R, ggplot2<\/td><td>Intermediate<\/td><\/tr><tr><td><strong>Visualization Tools<\/strong><\/td><td>BI Storytelling<\/td><td>Tableau, Power BI<\/td><td>Intermediate<\/td><\/tr><tr><td><strong>Cloud &amp; Big Data<\/strong><\/td><td>Data Lakes, Spark<\/td><td>AWS, GCP, Snowflake<\/td><td>Advanced<\/td><\/tr><tr><td><strong>AI\/ML &amp; Ethics<\/strong><\/td><td>AutoML, Data Governance<\/td><td>GPTs, MLflow<\/td><td>Advanced<\/td><\/tr><tr><td><strong>Capstone Project<\/strong><\/td><td>End-to-End Case Study<\/td><td>All Tools<\/td><td>Advanced<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Now that you have seen the broader elements through this table, let&#8217;s go topic-wise and see what all you must cover to become a data analyst.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Start learning from industry experts \u2014 join a free Scaler masterclass today.<\/h3>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\" \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" \/>\n\n    <link rel=\"stylesheet\" href=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.css\" \/>\n    <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n\n    <style>\n      :root {\n        --scaler-primary: #1a56db;\n        --scaler-primary-dark: #1e429f;\n        --scaler-primary-light: #e1effe;\n        --scaler-accent: #f97316;\n        --scaler-bg: #f8fafc;\n        --scaler-card-bg: #ffffff;\n        --scaler-text-primary: #0f172a;\n        --scaler-text-secondary: #64748b;\n        --scaler-text-muted: #94a3b8;\n        --scaler-border: #e2e8f0;\n        --scaler-shadow: 0 4px 6px -1px rgb(0 0 0 \/ 0.07), 0 2px 4px -2px rgb(0 0 0 \/ 0.07);\n        --scaler-shadow-lg: 0 20px 25px -5px rgb(0 0 0 \/ 0.08), 0 8px 10px -6px rgb(0 0 0 \/ 0.08);\n        --scaler-radius: 0;\n        --scaler-radius-sm: 0;\n      }\n\n      * { box-sizing: border-box; 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height: 20px;\n      }\n\n      \/* Pagination *\/\n      .scaler-events-pagination {\n        display: flex;\n        align-items: center;\n        gap: 8px;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet {\n        width: 8px; height: 8px;\n        background: var(--scaler-border);\n        opacity: 1;\n        transition: all 0.3s ease;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet-active {\n        width: 24px;\n        border-radius: 4px;\n        background: var(--scaler-primary);\n      }\n\n      .scaler-events-carousel .swiper-button-prev,\n      .scaler-events-carousel .swiper-button-next {\n        display: none;\n      }\n\n      \/* Skeleton & Empty States *\/\n      .scaler-event-card--skeleton { pointer-events: none; }\n      .scaler-event-card--skeleton .scaler-event-card__image-wrapper,\n      .scaler-event-card--skeleton .scaler-event-card__title,\n      .scaler-event-card--skeleton .scaler-event-card__meta-item,\n      .scaler-event-card--skeleton .scaler-event-card__cta {\n        background: linear-gradient(90deg, var(--scaler-border) 25%, var(--scaler-bg) 50%, var(--scaler-border) 75%);\n        background-size: 200% 100%;\n        animation: shimmer 1.5s infinite;\n        color: transparent !important;\n        border-radius: 4px;\n      }\n      .scaler-event-card--skeleton .scaler-event-card__image { display: none; }\n\n      @keyframes shimmer {\n        0% { background-position: 200% 0; }\n        100% { background-position: -200% 0; }\n      }\n\n      .scaler-events-empty {\n        text-align: center;\n        padding: 60px 20px;\n        color: var(--scaler-text-secondary);\n      }\n\n      .scaler-events-empty__icon {\n        width: 64px; height: 64px;\n        margin: 0 auto 16px;\n        color: var(--scaler-text-muted);\n      }\n\n      .scaler-events-empty__title {\n        font-size: 18px;\n        font-weight: 600;\n        color: var(--scaler-text-primary);\n        margin: 0 0 8px;\n      }\n\n      @media (max-width: 1024px) {\n        .scaler-events-carousel { padding: 48px 20px 60px; }\n      }\n\n      @media (max-width: 768px) {\n        .scaler-events-carousel { padding: 40px 16px 50px; }\n        .scaler-events-header { margin-bottom: 32px; }\n        .scaler-events-header__subtitle { font-size: 15px; }\n        .scaler-event-card__content { padding: 16px; }\n        .scaler-event-card__title { font-size: 16px; }\n        .scaler-events-nav__btn { width: 44px; height: 44px; }\n      }\n\n      @media (max-width: 480px) {\n        .scaler-events-carousel { padding: 32px 12px 40px; }\n        .scaler-events-header__badge { font-size: 11px; padding: 5px 12px; }\n        .scaler-event-card__meta-item { font-size: 13px; }\n        .scaler-event-card__meta-icon { width: 28px; height: 28px; }\n        .scaler-event-card__cta { padding: 12px 16px; font-size: 13px; }\n      }\n    <\/style>\n<\/head>\n\n<body>\n    <div class=\"scaler-events-carousel js-scaler-carousel\">\n      \n      <template class=\"js-event-card-template\">\n        <div class=\"swiper-slide\">\n          <article class=\"scaler-event-card\">\n            <div class=\"scaler-event-card__image-wrapper\">\n              <span class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live Now<\/span>\n              <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\" \/>\n            <\/div>\n            \n            <div class=\"scaler-event-card__content\">\n              <h3 class=\"scaler-event-card__title\"><\/h3>\n              \n              <div class=\"scaler-event-card__meta\">\n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M8 7V3m8 4V3m-9 8h10M5 21h14a2 2 0 002-2V7a2 2 0 00-2-2H5a2 2 0 00-2 2v12a2 2 0 002 2z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-date\"><\/span>\n                <\/div>\n                \n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M16 7a4 4 0 11-8 0 4 4 0 018 0zM12 14a7 7 0 00-7 7h14a7 7 0 00-7-7z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-speaker\"><\/span>\n                <\/div>\n              <\/div>\n\n              <div class=\"scaler-event-card__spacer\"><\/div>\n\n              <a href=\"#\" class=\"scaler-event-card__cta\" style=\"color: white !important; font-style: normal\">\n                Register Now\n                <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M17 8l4 4m0 0l-4 4m4-4H3\"><\/path><\/svg>\n              <\/a>\n            <\/div>\n          <\/article>\n        <\/div>\n      <\/template>\n\n      <div class=\"scaler-events-carousel__inner\">\n        <header class=\"scaler-events-header\">\n          <span class=\"scaler-events-header__badge\">Live &#038; Upcoming<\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"scaler-masterclasses\"><\/span>Scaler Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n          <p class=\"scaler-events-header__subtitle\">\n            Learn from industry experts and accelerate your career with hands-on, interactive sessions.\n          <\/p>\n        <\/header>\n\n        <div class=\"swiper scaler-event-swiper\">\n          <div class=\"swiper-wrapper scaler-events-wrapper\"><\/div>\n          <div class=\"swiper-pagination scaler-events-pagination\"><\/div>\n        <\/div>\n\n        <nav class=\"scaler-events-nav\">\n          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M15 19l-7-7 7-7\" \/>\n            <\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5l7 7-7 7\" \/>\n            <\/svg>\n          <\/button>\n        <\/nav>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n      \n      const carouselInstances = document.querySelectorAll('.js-scaler-carousel');\n\n      carouselInstances.forEach(container => {\n          \n          if(container.dataset.initialized === \"true\") return;\n          container.dataset.initialized = \"true\";\n\n          const swiperElement = container.querySelector(\".scaler-event-swiper\");\n          const swiperWrapper = container.querySelector(\".scaler-events-wrapper\");\n          const template = container.querySelector(\".js-event-card-template\");\n          const nextBtn = container.querySelector(\".scaler-nav-next\");\n          const prevBtn = container.querySelector(\".scaler-nav-prev\");\n          const paginationEl = container.querySelector(\".scaler-events-pagination\");\n\n          if (!swiperWrapper || !template) {\n             console.error(\"Scaler Carousel: Missing required elements inside container\");\n             return;\n          }\n\n          \/\/ FIX: Added 'observer' and 'observeParents' to ensure correct width calculation\n          const swiper = new Swiper(swiperElement, {\n            slidesPerView: 1,\n            spaceBetween: 24,\n            grabCursor: true,\n            observer: true, \/\/ IMPORTANT: Watch for DOM changes\n            observeParents: true, \/\/ IMPORTANT: Watch for parent container changes\n            pagination: { \n                el: paginationEl, \n                clickable: true, \n                dynamicBullets: true \n            },\n            navigation: { \n                nextEl: nextBtn, \n                prevEl: prevBtn \n            },\n            breakpoints: {\n              640: { slidesPerView: 2, spaceBetween: 20 },\n              1024: { slidesPerView: 2, spaceBetween: 24 },\n              1280: { slidesPerView: 2, spaceBetween: 32 },\n            },\n          });\n\n          function showSkeletons(count = 3) {\n            swiperWrapper.innerHTML = \"\";\n            for (let i = 0; i < count; i++) {\n              const clone = template.content.cloneNode(true);\n              const card = clone.querySelector(\".scaler-event-card\");\n              card.classList.add(\"scaler-event-card--skeleton\");\n              swiperWrapper.appendChild(clone);\n            }\n            swiper.update();\n          }\n\n          function renderEvents(events) {\n            swiperWrapper.innerHTML = \"\";\n       \n            if (events.length === 0) {\n              swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">No upcoming masterclasses found.<\/div>`;\n              return;\n            }\n\n            const pathParts = location.pathname.split(\"\/\").filter(Boolean);\n            const currentSlug = pathParts.length > 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n       \n            events.forEach(event => {\n              const attr = event.attributes;\n              const clone = template.content.cloneNode(true);\n              \n              const img = clone.querySelector(\".scaler-event-card__image\");\n              const joinUrl = `\/event\/${attr.slug}\/?utm_source=blog&utm_medium=master_class&utm_content=${currentSlug}`;\n              \n              const eventImg =\n                attr.custom_data?.image ||\n                attr.custom_data?.banner_thumbnail ||\n                attr.image_url ||\n                \"https:\/\/images.unsplash.com\/photo-1540575467063-178a50c2df87?w=800&h=450&fit=crop\";\n              \n              img.src = eventImg;\n              img.alt = attr.title;\n              \n              const startDate = new Date(attr.start_time);\n              const formattedDate = startDate.toLocaleDateString(\"en-US\", {\n                weekday: \"short\",\n                month: \"short\",\n                day: \"numeric\",\n              });\n              const formattedTime = startDate.toLocaleTimeString(\"en-US\", {\n                hour: \"numeric\",\n                minute: \"2-digit\",\n                hour12: true,\n              });\n              \n              clone.querySelector(\".scaler-event-card__title\").textContent = attr.title;\n              clone.querySelector(\".js-event-date\").textContent = `${formattedDate} \u2022 ${formattedTime}`; \n              clone.querySelector(\".js-event-speaker\").textContent = attr.instructor_name;\n              clone.querySelector(\".scaler-event-card__cta\").href = joinUrl || \"#\";\n              \n              swiperWrapper.appendChild(clone);\n            });\n            \n            swiper.update();\n            swiper.slideTo(0);\n          }\n       \n          async function fetchEvents() {\n            try {\n              showSkeletons();\n              const res = await fetch(\n                \"https:\/\/www.scaler.com\/api\/v4\/events?event_type[]=company&distributor=scaler&type=upcoming&serializer_mode=L2&limit=8&program[]=software_development&program[]=data_science&program[]=devops&program[]=ai_ml\"\n              );\n              const json = await res.json();\n              const events = json.data || [];\n              renderEvents(events);\n            } catch (error) {\n              console.error(\"Failed to load events:\", error);\n              if(swiperWrapper) swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">Failed to load events.<\/div>`;\n            }\n          }\n       \n          fetchEvents();\n      });\n    });\n    <\/script>\n<\/body>\n<\/html>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"module-wise-explanation\"><\/span><strong>Module-Wise Explanation<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Business Analytics Using Excel<\/strong><\/h3>\n\n\n\n<p>We always recommend starting with <a href=\"https:\/\/www.scaler.com\/topics\/introduction-to-ms-excel\/\">Excel<\/a> because it builds the foundational skill every analyst needs. Even with new tools coming up, Excel remains the place where most teams store, clean, and explore their data. We\u2019ve seen our learners dealing with multiple projects smoothly once they learn how to structure data properly, use Power Query to automate repeated tasks, and build simple dashboards that highlight the right insights. Getting natural at these basics makes every advanced tool easier to learn later.<\/p>\n\n\n\n<p>Here are some topics that you MUST cover as an analyst, along with the basics, once you start your journey withExcell:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Topic<\/strong><\/td><td><strong>Description<\/strong><\/td><td><strong>Example<\/strong><\/td><\/tr><tr><td><strong>Power Query<\/strong><\/td><td>Automate data cleaning and reshaping<\/td><td>Updating monthly reports quickly<\/td><\/tr><tr><td><strong>Pivot Tables<\/strong><\/td><td>Summarise key metrics instantly<\/td><td>Tracking sales KPIs<\/td><\/tr><tr><td><strong>Dashboards<\/strong><\/td><td>Combine charts and filters for insights<\/td><td>Executive performance overview<\/td><\/tr><tr><td><strong>Advanced Functions<\/strong><\/td><td>Lookup, logic, and error-handling formulas<\/td><td>Cleaning and validating raw datasets<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. SQL Fundamentals<\/strong><\/h3>\n\n\n\n<p><a href=\"https:\/\/www.scaler.com\/topics\/sql\/\">SQL<\/a> is the skill we encourage our learners to pick up right after Excel because it teaches you how to work with larger, real-world datasets. Most companies store their data in databases, so knowing how to pull the right information is essential for any analyst. We recommend starting with simple queries, practising joins regularly, and understanding how tables connect. Once learners get the hang of these basics, they find it much easier to analyse data quickly and support business teams with accurate insights.<\/p>\n\n\n\n<p>The table below provides core concepts along with query examples and their application:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Concept<\/strong><\/td><td><strong>Example Query<\/strong><\/td><td><strong>Application<\/strong><\/td><\/tr><tr><td><strong>Joins<\/strong><\/td><td>JOIN orders ON users.id = orders.user_id<\/td><td>Combine multiple data sources<\/td><\/tr><tr><td><strong>Aggregations<\/strong><\/td><td>SUM(sales)<\/td><td>Summarise metrics quickly<\/td><\/tr><tr><td><strong>Window Functions<\/strong><\/td><td>RANK() OVER (PARTITION BY region)<\/td><td>Ranking, trends, moving insights<\/td><\/tr><tr><td><strong>Filtering &amp; Sorting<\/strong><\/td><td>WHERE status=&#8217;active&#8217; ORDER BY date<\/td><td>Clean and organise datasets<\/td><\/tr><tr><td><strong>Subqueries \/ CTEs<\/strong><\/td><td>WITH t AS (&#8230;) SELECT * FROM t<\/td><td>Break complex logic into steps<\/td><\/tr><tr><td><strong>Date Functions<\/strong><\/td><td>DATE_TRUNC(&#8216;month&#8217;, order_date)<\/td><td>Monthly\/weekly performance reports<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Along with these core concepts, we will also recommend that you practise essential SQL skills such as handling NULL values, using CASE WHEN for conditional logic, understanding basic indexing for performance, and working with different data types. These topics complete your foundation and help you write clean, reliable queries in real business environments.<\/p>\n\n\n\n<p>Learners also practise writing efficient queries, troubleshooting errors, and working with big datasets from <a href=\"https:\/\/www.mysql.com\/\" target=\"_blank\" rel=\"noopener\">MySQL<\/a> or <a href=\"https:\/\/cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\">BigQuery<\/a>; these skills are used daily by data and business teams at work.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Python for Data Analytics<\/strong><\/h3>\n\n\n\n<p><a href=\"https:\/\/www.scaler.com\/topics\/python\/\">Python<\/a> is the stage where learners move beyond spreadsheets and start thinking like analysts. We recommend beginning with data manipulation because once you learn to reshape and clean datasets using Pandas or NumPy, the rest becomes quite easier. From there, focus on visualizing patterns and building small ML models, as these skills help you automate tasks and explore data more deeply. We\u2019ve seen our learners progress fastest when they practise on big datasets and solve small problems regularly.<\/p>\n\n\n\n<p>Check out the table below for specific libraries for specific usage:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Area<\/strong><\/td><td><strong>Library<\/strong><\/td><td><strong>Case of Use<\/strong><\/td><\/tr><tr><td><strong>Data Manipulation<\/strong><\/td><td>Pandas \/ NumPy<\/td><td>Wrangling and restructuring datasets<\/td><\/tr><tr><td><strong>Visualization<\/strong><\/td><td>Seaborn \/ Matplotlib<\/td><td>Exploring relationships and patterns<\/td><\/tr><tr><td><strong>ML Basics<\/strong><\/td><td>Scikit-learn<\/td><td>Building simple predictive models<\/td><\/tr><tr><td><strong>Data Cleaning<\/strong><\/td><td>Pandas<\/td><td>Handling missing values, duplicates, and outliers<\/td><\/tr><tr><td><strong>Automation<\/strong><\/td><td>Python Scripts<\/td><td>Repeating tasks without manual effort<\/td><\/tr><tr><td><strong>Working with Files<\/strong><\/td><td>CSV, JSON modules<\/td><td>Reading and exporting business reports<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>We recommend learners to practise writing Python functions, working in Jupyter notebooks, and using datasets as much as possible, as these skills are what make analysis more efficient and help you step up smoothly into ML or advanced analytics.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\" \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" \/>\n\n    <link rel=\"stylesheet\" href=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.css\" \/>\n    <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n\n    <style>\n      :root {\n        --scaler-primary: #1a56db;\n        --scaler-primary-dark: #1e429f;\n        --scaler-primary-light: #e1effe;\n        --scaler-accent: #f97316;\n        --scaler-bg: #f8fafc;\n        --scaler-card-bg: #ffffff;\n        --scaler-text-primary: #0f172a;\n        --scaler-text-secondary: #64748b;\n        --scaler-text-muted: #94a3b8;\n        --scaler-border: #e2e8f0;\n        --scaler-shadow: 0 4px 6px -1px rgb(0 0 0 \/ 0.07), 0 2px 4px -2px rgb(0 0 0 \/ 0.07);\n        --scaler-shadow-lg: 0 20px 25px -5px rgb(0 0 0 \/ 0.08), 0 8px 10px -6px rgb(0 0 0 \/ 0.08);\n        --scaler-radius: 0;\n        --scaler-radius-sm: 0;\n      }\n\n      * { box-sizing: border-box; }\n\n      .scaler-events-carousel {\n        font-family: \"DM Sans\", system-ui, sans-serif;\n        padding: 60px 24px 80px;\n        position: relative;\n        overflow: hidden;\n        width: 100%; \/* Ensure container is full width *\/\n      }\n\n      .scaler-events-carousel::before {\n        content: \"\";\n        position: absolute;\n        top: 0; left: 0; right: 0; bottom: 0;\n        background-image: radial-gradient(circle at 1px 1px, var(--scaler-border) 1px, transparent 0);\n        background-size: 40px 40px;\n        opacity: 0.5;\n        pointer-events: none;\n      }\n\n      .scaler-events-carousel__inner {\n        max-width: 1280px;\n        margin: 0 auto;\n        position: relative;\n        z-index: 1;\n        width: 100%;\n      }\n\n      \/* Header Section *\/\n      .scaler-events-header {\n        text-align: center;\n        margin-bottom: 48px;\n      }\n\n      .scaler-events-header__badge {\n        display: inline-flex;\n        align-items: center;\n        gap: 6px;\n        background: var(--scaler-primary-light);\n        color: var(--scaler-primary);\n        font-size: 12px;\n        font-weight: 600;\n        text-transform: uppercase;\n        letter-spacing: 0.05em;\n        padding: 6px 14px;\n        border-radius: 100px;\n        margin-bottom: 16px;\n      }\n\n      .scaler-events-header__badge::before {\n        content: \"\";\n        width: 6px;\n        height: 6px;\n        background: var(--scaler-accent);\n        border-radius: 50%;\n        animation: pulse 2s ease-in-out infinite;\n      }\n\n      @keyframes pulse {\n        0%, 100% { opacity: 1; transform: scale(1); }\n        50% { opacity: 0.6; transform: scale(1.2); }\n      }\n\n      .scaler-events-header__title {\n        font-size: clamp(28px, 5vw, 42px);\n        font-weight: 700;\n        color: var(--scaler-text-primary);\n        margin: 0 0 12px;\n        line-height: 1.2;\n      }\n\n      .scaler-events-header__subtitle {\n        font-size: 16px;\n        color: var(--scaler-text-secondary);\n        margin: 0;\n        max-width: 500px;\n        margin-inline: auto;\n        line-height: 1.6;\n      }\n\n      \/* Swiper Container *\/\n      .scaler-events-carousel .swiper {\n        padding: 20px 4px 60px;\n        margin: 0 -4px;\n        width: 100%;\n      }\n\n      \/* FIX: FORCE WIDTH ON SLIDES *\/\n      .scaler-events-carousel .swiper-slide {\n        height: auto;\n        width: 100%; \/* Fallback *\/\n        display: flex; \/* Ensure inner card stretches *\/\n      }\n\n      \/* Event Card *\/\n      .scaler-event-card {\n        background: var(--scaler-card-bg);\n        border-radius: var(--scaler-radius);\n        box-shadow: var(--scaler-shadow);\n        overflow: hidden;\n        display: flex;\n        flex-direction: column;\n        height: 100%;\n        width: 100%; \/* FIX: Ensure card fills the slide *\/\n        border: 1px solid var(--scaler-border);\n        transition: transform 0.3s cubic-bezier(0.4, 0, 0.2, 1), box-shadow 0.3s cubic-bezier(0.4, 0, 0.2, 1);\n      }\n\n      .scaler-event-card:hover {\n        transform: translateY(-8px);\n        box-shadow: var(--scaler-shadow-lg);\n      }\n\n      .scaler-event-card__image-wrapper {\n        position: relative;\n        overflow: hidden;\n        padding: unset;\n        aspect-ratio: 3.15;\n        background: linear-gradient(135deg, var(--scaler-primary-light) 0%, var(--scaler-bg) 100%);\n        width: 100%;\n      }\n\n      .scaler-event-card__image {\n        position: absolute;\n        top: 0; left: 0;\n        width: 100%; height: 100%;\n        object-fit: cover;\n        transition: transform 0.4s cubic-bezier(0.4, 0, 0.2, 1);\n      }\n\n      .scaler-event-card:hover .scaler-event-card__image {\n        transform: scale(1.05);\n      }\n\n      .scaler-event-card__live-badge {\n        position: absolute;\n        top: 12px; left: 12px;\n        display: inline-flex;\n        align-items: center;\n        gap: 6px;\n        background: rgba(239, 68, 68, 0.95);\n        color: #fff;\n        font-size: 11px;\n        font-weight: 600;\n        text-transform: uppercase;\n        letter-spacing: 0.04em;\n        padding: 5px 10px;\n        border-radius: 6px;\n        backdrop-filter: blur(4px);\n        z-index: 2;\n      }\n\n      .scaler-event-card__live-badge::before {\n        content: \"\";\n        width: 6px; height: 6px;\n        background: #fff;\n        border-radius: 50%;\n        animation: pulse 1.5s ease-in-out infinite;\n      }\n\n      .scaler-event-card__content {\n        padding: 20px;\n        display: flex;\n        flex-direction: column;\n        flex-grow: 1;\n      }\n\n      .scaler-event-card__title {\n        font-size: 17px;\n        font-weight: 600;\n        min-height: 2.5rem;\n        color: var(--scaler-text-primary);\n        margin: 0 0 14px;\n        line-height: 1.4;\n        display: -webkit-box;\n        -webkit-line-clamp: 2;\n        -webkit-box-orient: vertical;\n        overflow: hidden;\n      }\n\n      .scaler-event-card__meta {\n        display: flex;\n        flex-direction: column;\n        gap: 8px;\n        margin-bottom: 20px;\n      }\n\n      .scaler-event-card__meta-item {\n        display: flex;\n        align-items: center;\n        gap: 10px;\n        font-size: 14px;\n        color: var(--scaler-text-secondary);\n      }\n\n      .scaler-event-card__meta-icon {\n        width: 32px; height: 32px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        background: var(--scaler-bg);\n        border-radius: var(--scaler-radius-sm);\n        color: var(--scaler-primary);\n        flex-shrink: 0;\n      }\n\n      .scaler-event-card__meta-icon svg {\n        width: 16px; height: 16px;\n      }\n\n      .scaler-event-card__meta-label {\n        font-weight: 500;\n        color: var(--scaler-text-primary);\n      }\n\n      .scaler-event-card__spacer {\n        flex-grow: 1;\n        min-height: 4px;\n      }\n\n      .scaler-event-card__cta {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 8px;\n        width: 100%;\n        padding: 14px 20px;\n        background: var(--scaler-primary);\n        color: #fff;\n        font-style: normal;\n        font-size: 14px;\n        font-weight: 600;\n        text-decoration: none;\n        border: none;\n        border-radius: var(--scaler-radius-sm);\n        cursor: pointer;\n        transition: background 0.2s ease, transform 0.15s ease;\n      }\n\n      .scaler-event-card__cta:hover {\n        background: var(--scaler-primary-dark);\n      }\n\n      .scaler-event-card__cta:active {\n        transform: scale(0.98);\n      }\n\n      .scaler-event-card__cta svg {\n        width: 16px; height: 16px;\n        transition: transform 0.2s ease;\n      }\n\n      .scaler-event-card__cta:hover svg {\n        transform: translateX(3px);\n      }\n\n      \/* Navigation *\/\n      .scaler-events-nav {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 16px;\n        margin-top: 32px;\n        padding: unset;\n      }\n\n      .scaler-events-nav__btn {\n        width: 48px; height: 48px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        background: var(--scaler-card-bg);\n        border: 1px solid var(--scaler-border);\n        cursor: pointer;\n        transition: all 0.2s ease;\n        color: var(--scaler-text-primary);\n        padding: unset;\n      }\n\n      .scaler-events-nav__btn:hover:not(.swiper-button-disabled) {\n        background: var(--scaler-primary);\n        border-color: var(--scaler-primary);\n        color: #fff;\n      }\n\n      .scaler-events-nav__btn.swiper-button-disabled {\n        opacity: 0.4;\n        cursor: not-allowed;\n      }\n\n      .scaler-events-nav__btn svg {\n        width: 20px; height: 20px;\n      }\n\n      \/* Pagination *\/\n      .scaler-events-pagination {\n        display: flex;\n        align-items: center;\n        gap: 8px;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet {\n        width: 8px; height: 8px;\n        background: var(--scaler-border);\n        opacity: 1;\n        transition: all 0.3s ease;\n      }\n\n      .scaler-events-carousel .swiper-pagination-bullet-active {\n        width: 24px;\n        border-radius: 4px;\n        background: var(--scaler-primary);\n      }\n\n      .scaler-events-carousel .swiper-button-prev,\n      .scaler-events-carousel .swiper-button-next {\n        display: none;\n      }\n\n      \/* Skeleton & Empty States *\/\n      .scaler-event-card--skeleton { pointer-events: none; }\n      .scaler-event-card--skeleton .scaler-event-card__image-wrapper,\n      .scaler-event-card--skeleton .scaler-event-card__title,\n      .scaler-event-card--skeleton .scaler-event-card__meta-item,\n      .scaler-event-card--skeleton .scaler-event-card__cta {\n        background: linear-gradient(90deg, var(--scaler-border) 25%, var(--scaler-bg) 50%, var(--scaler-border) 75%);\n        background-size: 200% 100%;\n        animation: shimmer 1.5s infinite;\n        color: transparent !important;\n        border-radius: 4px;\n      }\n      .scaler-event-card--skeleton .scaler-event-card__image { display: none; }\n\n      @keyframes shimmer {\n        0% { background-position: 200% 0; }\n        100% { background-position: -200% 0; }\n      }\n\n      .scaler-events-empty {\n        text-align: center;\n        padding: 60px 20px;\n        color: var(--scaler-text-secondary);\n      }\n\n      .scaler-events-empty__icon {\n        width: 64px; height: 64px;\n        margin: 0 auto 16px;\n        color: var(--scaler-text-muted);\n      }\n\n      .scaler-events-empty__title {\n        font-size: 18px;\n        font-weight: 600;\n        color: var(--scaler-text-primary);\n        margin: 0 0 8px;\n      }\n\n      @media (max-width: 1024px) {\n        .scaler-events-carousel { padding: 48px 20px 60px; }\n      }\n\n      @media (max-width: 768px) {\n        .scaler-events-carousel { padding: 40px 16px 50px; }\n        .scaler-events-header { margin-bottom: 32px; }\n        .scaler-events-header__subtitle { font-size: 15px; }\n        .scaler-event-card__content { padding: 16px; }\n        .scaler-event-card__title { font-size: 16px; }\n        .scaler-events-nav__btn { width: 44px; height: 44px; }\n      }\n\n      @media (max-width: 480px) {\n        .scaler-events-carousel { padding: 32px 12px 40px; }\n        .scaler-events-header__badge { font-size: 11px; padding: 5px 12px; }\n        .scaler-event-card__meta-item { font-size: 13px; }\n        .scaler-event-card__meta-icon { width: 28px; height: 28px; }\n        .scaler-event-card__cta { padding: 12px 16px; font-size: 13px; }\n      }\n    <\/style>\n<\/head>\n\n<body>\n    <div class=\"scaler-events-carousel js-scaler-carousel\">\n      \n      <template class=\"js-event-card-template\">\n        <div class=\"swiper-slide\">\n          <article class=\"scaler-event-card\">\n            <div class=\"scaler-event-card__image-wrapper\">\n              <span class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live Now<\/span>\n              <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\" \/>\n            <\/div>\n            \n            <div class=\"scaler-event-card__content\">\n              <h3 class=\"scaler-event-card__title\"><\/h3>\n              \n              <div class=\"scaler-event-card__meta\">\n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M8 7V3m8 4V3m-9 8h10M5 21h14a2 2 0 002-2V7a2 2 0 00-2-2H5a2 2 0 00-2 2v12a2 2 0 002 2z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-date\"><\/span>\n                <\/div>\n                \n                <div class=\"scaler-event-card__meta-item\">\n                  <div class=\"scaler-event-card__meta-icon\">\n                    <svg fill=\"none\" stroke=\"currentColor\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M16 7a4 4 0 11-8 0 4 4 0 018 0zM12 14a7 7 0 00-7 7h14a7 7 0 00-7-7z\"><\/path><\/svg>\n                  <\/div>\n                  <span class=\"scaler-event-card__meta-label js-event-speaker\"><\/span>\n                <\/div>\n              <\/div>\n\n              <div class=\"scaler-event-card__spacer\"><\/div>\n\n              <a href=\"#\" class=\"scaler-event-card__cta\" style=\"color: white !important; font-style: normal\">\n                Register Now\n                <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M17 8l4 4m0 0l-4 4m4-4H3\"><\/path><\/svg>\n              <\/a>\n            <\/div>\n          <\/article>\n        <\/div>\n      <\/template>\n\n      <div class=\"scaler-events-carousel__inner\">\n        <header class=\"scaler-events-header\">\n          <span class=\"scaler-events-header__badge\">Live &#038; Upcoming<\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"scaler-masterclasses-2\"><\/span>Scaler Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n          <p class=\"scaler-events-header__subtitle\">\n            Learn from industry experts and accelerate your career with hands-on, interactive sessions.\n          <\/p>\n        <\/header>\n\n        <div class=\"swiper scaler-event-swiper\">\n          <div class=\"swiper-wrapper scaler-events-wrapper\"><\/div>\n          <div class=\"swiper-pagination scaler-events-pagination\"><\/div>\n        <\/div>\n\n        <nav class=\"scaler-events-nav\">\n          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M15 19l-7-7 7-7\" \/>\n            <\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" viewBox=\"0 0 24 24\">\n              <path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5l7 7-7 7\" \/>\n            <\/svg>\n          <\/button>\n        <\/nav>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n      \n      const carouselInstances = document.querySelectorAll('.js-scaler-carousel');\n\n      carouselInstances.forEach(container => {\n          \n          if(container.dataset.initialized === \"true\") return;\n          container.dataset.initialized = \"true\";\n\n          const swiperElement = container.querySelector(\".scaler-event-swiper\");\n          const swiperWrapper = container.querySelector(\".scaler-events-wrapper\");\n          const template = container.querySelector(\".js-event-card-template\");\n          const nextBtn = container.querySelector(\".scaler-nav-next\");\n          const prevBtn = container.querySelector(\".scaler-nav-prev\");\n          const paginationEl = container.querySelector(\".scaler-events-pagination\");\n\n          if (!swiperWrapper || !template) {\n             console.error(\"Scaler Carousel: Missing required elements inside container\");\n             return;\n          }\n\n          \/\/ FIX: Added 'observer' and 'observeParents' to ensure correct width calculation\n          const swiper = new Swiper(swiperElement, {\n            slidesPerView: 1,\n            spaceBetween: 24,\n            grabCursor: true,\n            observer: true, \/\/ IMPORTANT: Watch for DOM changes\n            observeParents: true, \/\/ IMPORTANT: Watch for parent container changes\n            pagination: { \n                el: paginationEl, \n                clickable: true, \n                dynamicBullets: true \n            },\n            navigation: { \n                nextEl: nextBtn, \n                prevEl: prevBtn \n            },\n            breakpoints: {\n              640: { slidesPerView: 2, spaceBetween: 20 },\n              1024: { slidesPerView: 2, spaceBetween: 24 },\n              1280: { slidesPerView: 2, spaceBetween: 32 },\n            },\n          });\n\n          function showSkeletons(count = 3) {\n            swiperWrapper.innerHTML = \"\";\n            for (let i = 0; i < count; i++) {\n              const clone = template.content.cloneNode(true);\n              const card = clone.querySelector(\".scaler-event-card\");\n              card.classList.add(\"scaler-event-card--skeleton\");\n              swiperWrapper.appendChild(clone);\n            }\n            swiper.update();\n          }\n\n          function renderEvents(events) {\n            swiperWrapper.innerHTML = \"\";\n       \n            if (events.length === 0) {\n              swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">No upcoming masterclasses found.<\/div>`;\n              return;\n            }\n\n            const pathParts = location.pathname.split(\"\/\").filter(Boolean);\n            const currentSlug = pathParts.length > 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n       \n            events.forEach(event => {\n              const attr = event.attributes;\n              const clone = template.content.cloneNode(true);\n              \n              const img = clone.querySelector(\".scaler-event-card__image\");\n              const joinUrl = `\/event\/${attr.slug}\/?utm_source=blog&utm_medium=master_class&utm_content=${currentSlug}`;\n              \n              const eventImg =\n                attr.custom_data?.image ||\n                attr.custom_data?.banner_thumbnail ||\n                attr.image_url ||\n                \"https:\/\/images.unsplash.com\/photo-1540575467063-178a50c2df87?w=800&h=450&fit=crop\";\n              \n              img.src = eventImg;\n              img.alt = attr.title;\n              \n              const startDate = new Date(attr.start_time);\n              const formattedDate = startDate.toLocaleDateString(\"en-US\", {\n                weekday: \"short\",\n                month: \"short\",\n                day: \"numeric\",\n              });\n              const formattedTime = startDate.toLocaleTimeString(\"en-US\", {\n                hour: \"numeric\",\n                minute: \"2-digit\",\n                hour12: true,\n              });\n              \n              clone.querySelector(\".scaler-event-card__title\").textContent = attr.title;\n              clone.querySelector(\".js-event-date\").textContent = `${formattedDate} \u2022 ${formattedTime}`; \n              clone.querySelector(\".js-event-speaker\").textContent = attr.instructor_name;\n              clone.querySelector(\".scaler-event-card__cta\").href = joinUrl || \"#\";\n              \n              swiperWrapper.appendChild(clone);\n            });\n            \n            swiper.update();\n            swiper.slideTo(0);\n          }\n       \n          async function fetchEvents() {\n            try {\n              showSkeletons();\n              const res = await fetch(\n                \"https:\/\/www.scaler.com\/api\/v4\/events?event_type[]=company&distributor=scaler&type=upcoming&serializer_mode=L2&limit=8&program[]=software_development&program[]=data_science&program[]=devops&program[]=ai_ml\"\n              );\n              const json = await res.json();\n              const events = json.data || [];\n              renderEvents(events);\n            } catch (error) {\n              console.error(\"Failed to load events:\", error);\n              if(swiperWrapper) swiperWrapper.innerHTML = `<div class=\"scaler-events-empty\">Failed to load events.<\/div>`;\n            }\n          }\n       \n          fetchEvents();\n      });\n    });\n    <\/script>\n<\/body>\n<\/html>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. R Programming<\/strong><\/h3>\n\n\n\n<p>While many companies now prefer Python, even then, <a href=\"https:\/\/www.scaler.com\/topics\/what-is-r\/\">R programming<\/a> continues to hold its place in industries that rely heavily on statistics and research. We usually recommend R for learners who are interested in fields like healthcare, pharma, government analytics, or academic research; these sectors still use R for its strong statistical packages and clean visualizations. You don\u2019t need to go too deep unless your career goals align with these areas, but learning the basics of R can give you an edge in roles where statistical modelling is central.&nbsp;<\/p>\n\n\n\n<p>You can check out <a href=\"https:\/\/youtu.be\/FY8BISK5DpM?si=vGbuP0BdJywONcz_\" target=\"_blank\" rel=\"noopener\">YouTube videos<\/a> or access free tutorials from <a href=\"https:\/\/www.coursera.org\/learn\/r-programming\" target=\"_blank\" rel=\"noopener\">Coursera<\/a> to get a gist of this program.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. Tableau &amp; Power BI for Visualization<\/strong><\/h3>\n\n\n\n<p>Visualization helps stakeholders and non-tech teams to understand at a glance what the analysis actually talks about. We encourage learners to learn tools like <a href=\"https:\/\/www.scaler.com\/topics\/tableau-tutorial\/\">Tableau<\/a> and <a href=\"https:\/\/www.scaler.com\/topics\/power-bi\/\">Power BI<\/a> because most companies now expect analysts to build dashboards that explain insights clearly. These tools are becoming even more important with AI-assisted features like <a href=\"https:\/\/www.tableau.com\/products\/artificial-intelligence\" target=\"_blank\" rel=\"noopener\">Tableau AI<\/a> and <a href=\"https:\/\/learn.microsoft.com\/en-us\/power-bi\/create-reports\/copilot-introduction\" target=\"_blank\" rel=\"noopener\">Power BI Copilot<\/a>, which help you generate explanations, recommend visuals, and speed up reporting. Industries across finance, retail, healthcare, and tech increasingly ask for at least one of these tools, as they allow teams to make decisions faster and collaborate better.<\/p>\n\n\n\n<p>Here is the difference between the two and how you can use them:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Feature<\/strong><\/td><td><strong>Tableau<\/strong><\/td><td><strong>Power BI<\/strong><\/td><\/tr><tr><td><strong>Cloud Integration<\/strong><\/td><td>Tableau Online<\/td><td>Power BI Service<\/td><\/tr><tr><td><strong>AI Support<\/strong><\/td><td>Ask Data \/ Tableau AI<\/td><td>Copilot<\/td><\/tr><tr><td><strong>Collaboration<\/strong><\/td><td>Tableau Server<\/td><td>Microsoft Teams<\/td><\/tr><tr><td><strong>Ease of Use<\/strong><\/td><td>Slightly steeper learning curve<\/td><td>Beginner-friendly for most learners<\/td><\/tr><tr><td><strong>Best Suited For<\/strong><\/td><td>Complex visual storytelling, research dashboards<\/td><td>Business reporting, operational insights<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Most learners start with Power BI because of its simpler workflow and affordability, and then add Tableau if they want to build advanced dashboards or work in enterprise analytics teams.<\/p>\n\n\n\n<p><strong>Master structured AI Engineering + GenAI hands-on, earn IIT Roorkee CEC Certification at \u20b940,000<\/strong><\/p>\n\n\n\n<!DOCTYPE html>\n<html>\n  <head>\n    <title>Hello World!<\/title>\n    <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n    <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Lato:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\n    <style>\n      .iitr_banner_container {\n        font-family: lato;\n        display: flex;\n        flex-direction: row;\n        justify-content: space-between;\n        border-radius: 16px;\n        background: linear-gradient(88deg, #19000F 24.45%, #66003F 83.33%);\n        position: relative;\n\n        @media (max-width: 768px) {\n          min-height: 450px;\n          overflow: hidden;\n          flex-direction: column;\n        }\n      }\n      .iitr_banner_content {\n        display: flex;\n        flex-direction: column;\n        align-items: flex-start;\n        justify-content: center;\n        padding: 20px;\n        max-width: 50%;\n\n        @media (max-width: 768px) {\n          max-width: 100%;\n        }\n      }\n      .iitr_banner_title {\n        font-size: 24px;\n        font-weight: bold;\n        color: #FFFFFF;\n\n        @media (max-width: 768px) {\n          font-size: 20px;\n        }\n      }\n      .iitr_banner_title_highlight {\n        color: #FF0071;\n      }\n      .iitr_banner_subtitle {\n        font-size: 14px;\n        color: #FFFFFF;\n        margin: 10px 0;\n      }\n      .iitr_banner_btn {\n        display: flex;\n        justify-content: center;\n        align-items: center;\n        padding: 8px 48px;\n        background-color: #F8F9F9;\n        border-radius: 8px;\n        border: 1px solid #E3E8E8;\n        font-size: 1.4rem;\n        font-weight: 600;\n        color: #0D3231;\n        text-decoration: none;\n        margin-top: 16px;\n\n        @media (max-width: 768px) {\n          padding: 8px 32px;\n        }\n      }\n      .iitr_banner_image {\n        position: absolute;\n        bottom: 0;\n        right: 0;\n\n        @media (max-width: 768px) {\n          right: auto;\n          object-fit: cover;\n          min-width: 100%\n        }\n      }\n      .iitr_banner_image_logo {\n        margin-bottom: 16px;\n        \n        @media (max-width: 768px) {\n          width: 240px;\n        }\n      }\n\n      \/* Responsive visibility utilities *\/\n      .show-in-mobile {\n        display: none;\n      }\n      .hide-in-mobile {\n        display: block;\n      }\n\n      \/* Mobile breakpoint (768px and below) *\/\n      @media (max-width: 768px) {\n        .show-in-mobile {\n          display: block;\n        }\n        .hide-in-mobile {\n          display: none;\n        }\n      }\n    <\/style>\n  <\/head>\n  <body>\n      <div class=\"iitr_banner_container\">\n        <div class=\"iitr_banner_content\">\n          <img decoding=\"async\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/281\/original\/Frame_1430102419.svg?1769058073\" class=\"iitr_banner_image_logo\" \/>\n          <div class=\"iitr_banner_title\">\n            AI Engineering Course Advanced Certification by \n            <span class=\"iitr_banner_title_highlight\">\n              IIT-Roorkee CEC\n            <\/span>\n          <\/div>\n          <div class=\"iitr_banner_subtitle\">\n            A hands on AI engineering program covering Machine Learning, Generative AI, and LLMs &#8211; designed for working professionals &#038; delivered by IIT Roorkee in collaboration with Scaler.\n          <\/div>\n          <a class=\"iitr_banner_btn\" href=\"#\" id=\"iitr_banner_btn\">Enrol Now<\/a>\n        <\/div>\n        <!-- Desktop Image -->\n        <img decoding=\"async\" class=\"iitr_banner_image hide-in-mobile\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/282\/original\/iitr_2.svg?1769058132\" \/>\n        <!-- Mobile Image -->\n        <img decoding=\"async\" class=\"iitr_banner_image show-in-mobile\" src=\"https:\/\/d2beiqkhq929f0.cloudfront.net\/public_assets\/assets\/000\/176\/283\/original\/iitr_2_%281%29.svg?1769059469\" \/>\n      <\/div>\n      <script>\n        document.addEventListener(\"DOMContentLoaded\", () => {\n          const pathParts = location.pathname.split(\"\/\").filter(Boolean);\n          const currentSlug = pathParts.length > 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n          const url = `https:\/\/www.scaler.com\/iit-roorkee-advanced-ai-engineering-course?utm_source=blog&utm_medium=iit_roorkee&utm_content=${currentSlug}`;\n          const btns = document.querySelectorAll(\".iitr_banner_btn\");\n          btns.forEach(btn => {\n            btn.href = url;\n          });\n        });\n      <\/script>\n  <\/body>\n<\/html>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Cloud &amp; Big Data Analytics<\/strong><\/h3>\n\n\n\n<p>As datasets grow larger, analysts need tools that can handle scale without slowing down. This is where <a href=\"https:\/\/www.scaler.com\/topics\/cloud-computing\/\">cloud platforms<\/a> are required. We encourage learners to build a basic understanding of data warehouses, Spark processing, and streaming analytics because most companies now run analytics workloads on the cloud. You don\u2019t need to learn everything at once, but knowing how data is stored, processed, and queried at scale helps you work confidently in modern teams. These skills also make you more adaptable, especially as organisations shift from traditional reporting to technical insights.<\/p>\n\n\n\n<p>Here\u2019s what you should typically focus on:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Platform<\/strong><\/td><td><strong>Core Focus<\/strong><\/td><td><strong>Key Tools<\/strong><\/td><\/tr><tr><td><strong>AWS<\/strong><\/td><td>Data Warehousing &amp; ETL<\/td><td>Redshift, Glue, S3<\/td><\/tr><tr><td><strong>GCP<\/strong><\/td><td>Querying at Scale<\/td><td>BigQuery, Looker, Dataflow<\/td><\/tr><tr><td><strong>Azure<\/strong><\/td><td>BI &amp; Enterprise Integration<\/td><td>Synapse, Data Factory, Power BI<\/td><\/tr><tr><td><strong>Databricks<\/strong><\/td><td>Unified Analytics &amp; Spark<\/td><td>Delta Lake, Spark, MLflow<\/td><\/tr><tr><td><strong>Snowflake<\/strong><\/td><td>Cloud Data Warehouse &amp; Sharing<\/td><td>Snowflake SQL, Snowpipe<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Learners also get familiar with concepts like distributed computing, data lakes, and batch vs. streaming pipelines, as these skills help when working with large datasets or dashboards.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>7. Emerging Topics &#8211; AI, Automation &amp; Data Ethics<\/strong><\/h3>\n\n\n\n<p>The analytics world is seeing an increasing change by having newer, more reliable tools. As data gets bigger and businesses want faster insights, traditional tools aren\u2019t enough anymore. Analysts today need to know how to use AI, automate repetitive tasks, and stay responsible for data privacy and fairness. If you build these skills now, you won\u2019t just be someone who reports numbers; you\u2019ll be someone who delivers insights, predictions, and trustworthy analytics, and that is exactly what companies are now looking for.<\/p>\n\n\n\n<p>Here are some emerging skills for modern analytics:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Skill \/ Area<\/strong><\/td><td><strong>What It Means<\/strong><\/td><td><strong>Why It Matters<\/strong><\/td><\/tr><tr><td><strong>Augmented Analytics \/ Auto-ML<\/strong><\/td><td>Use AI tools to automate data preprocessing, modelling, and insight generation<\/td><td>Saves time, reduces manual effort, and boosts the speed of insights<\/td><\/tr><tr><td><strong>NLP for Data (Text Analysis &amp; Sentiment Mining)<\/strong><\/td><td>Analyse unstructured data: customer reviews, surveys, feedback, social media<\/td><td>Helps businesses understand customer sentiment and trends beyond numbers<\/td><\/tr><tr><td><strong>Streaming &amp; Real-time Analytics<\/strong><\/td><td>Process live or near-live data (clickstreams, IoT feeds, logs) instead of batch data<\/td><td>Enables present decision-making, which is critical for businesses<\/td><\/tr><tr><td><strong>Data Ethics &amp; Governance<\/strong><\/td><td>Focus on privacy, bias checks, fairness, and&nbsp; compliance with data laws<\/td><td>Builds trust, ensures responsible use of data, increasingly expected by employers<\/td><\/tr><tr><td><strong>Cloud &amp; Big Data Handling + Automation<\/strong><\/td><td>Work with cloud data warehouses, automate ETL pipelines, and handle large datasets<\/td><td>Prepares you for real-world scale, useful for almost every sector today<\/td><\/tr><tr><td><strong>AI-powered Dashboards &amp; Storytelling<\/strong><\/td><td>Use AI-assisted insights, auto-reports, and interactive dashboards<\/td><td>Helps present insights clearly and quickly to stakeholders<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>After thoroughly learning all the fundamentals like Excel, SQL, Python, and everything mentioned, try working on small projects: perhaps run sentiment analysis on real customer reviews, or build a streaming analytics pipeline using sample data. This practice will help you understand the functionalities of each tool better and will help you crack those tough interviews.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>8. Capstone Project<\/strong><\/h3>\n\n\n\n<p>Your capstone is your chance to turn everything you\u2019ve learned into something shareable with your clients\/recruiters. We always encourage learners to build projects that solve an actual problem, because recruiters look for proof that you can work with data end-to-end. Start with a dataset that interests you, pick one core question to explore, and use the tools you\u2019ve learned to clean, analyze, and present your findings. A good capstone doesn\u2019t need to be complex; it just needs to show clear thinking and tangible skills.<\/p>\n\n\n\n<p>Here are some capstone project ideas:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Project<\/strong><\/td><td><strong>Tools<\/strong><\/td><td><strong>Outcome<\/strong><\/td><\/tr><tr><td><strong>E-commerce Dashboard<\/strong><\/td><td>Power BI + SQL<\/td><td>Sales KPIs, product performance, customer trends<\/td><\/tr><tr><td><strong>Customer Churn Model<\/strong><\/td><td>Python (Pandas, Scikit-learn)<\/td><td>Predict customers likely to leave<\/td><\/tr><tr><td><strong>Sentiment Tracker<\/strong><\/td><td>R + Tableau<\/td><td>Brand insights from customer reviews<\/td><\/tr><tr><td><strong>Marketing Funnel Analysis<\/strong><\/td><td>Excel + Power BI<\/td><td>Conversion drop-off insights<\/td><\/tr><tr><td><strong>Fraud Detection Mini-Model<\/strong><\/td><td>Python (ML)<\/td><td>Identify suspicious transactions<\/td><\/tr><tr><td><strong>HR Attrition Report<\/strong><\/td><td>SQL + Power BI<\/td><td>Workforce trends and retention insights<\/td><\/tr><tr><td><strong>Real-time Metrics Monitor<\/strong><\/td><td>BigQuery + Looker<\/td><td>Live performance tracking<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Choose a project that aligns with your career goals. Even a simple idea becomes useful when executed well and explained clearly in your portfolio.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"tools-covered-in-data-analytics\"><\/span><strong>Tools Covered in Data Analytics<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>A strong analytics toolkit is extremely important to have as an analyst. Modern teams also rely on cloud platforms, automation tools, and collaboration systems to work efficiently. We recommend learners to practice with a mix of these tools so they can analyse data, build reports, manage workflows, and work smoothly across teams. As we have mentioned before, you don\u2019t need to learn everything at once, but building familiarity with each category will make you far more adaptable in actual workplace projects.<\/p>\n\n\n\n<p>Here is the set of tools you should definitely get your hands on:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Category<\/strong><\/td><td><strong>Tools<\/strong><\/td><td><strong>Purpose<\/strong><\/td><\/tr><tr><td><strong>Spreadsheet<\/strong><\/td><td>Excel<\/td><td>Quick analysis and data exploration<\/td><\/tr><tr><td><strong>Database<\/strong><\/td><td>MySQL, PostgreSQL<\/td><td>Querying and managing structured data<\/td><\/tr><tr><td><strong>Programming<\/strong><\/td><td>Python, R<\/td><td>Data processing, automation, modelling<\/td><\/tr><tr><td><strong>BI Tools<\/strong><\/td><td>Tableau, Power BI<\/td><td>Visualization and dashboarding<\/td><\/tr><tr><td><strong>Cloud<\/strong><\/td><td>AWS, GCP<\/td><td>Scalable storage, ETL, analytics workloads<\/td><\/tr><tr><td><strong>Collaboration<\/strong><\/td><td>GitHub, Notion<\/td><td>Version control, documentation, and team workflow<\/td><\/tr><tr><td><strong>Big Data<\/strong><\/td><td>Spark, Snowflake<\/td><td>Handling large datasets efficiently<\/td><\/tr><tr><td><strong>Automation<\/strong><\/td><td>Airflow, Glue<\/td><td>Scheduling tasks and managing pipelines<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"how-to-get-started-as-a-data-analyst\"><\/span><strong>How to Get Started as a Data Analyst<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>If you are completely new to this, the best approach is to follow a clear learning path and build small outputs at every stage. Focus on one skill at a time, practise with real datasets, and keep creating tangible work, reports, queries, dashboards, or small scripts. These deliverables become your portfolio, and they show employers exactly what you can do.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Step<\/strong><\/td><td><strong>Focus<\/strong><\/td><td><strong>Tools<\/strong><\/td><td><strong>Output<\/strong><\/td><\/tr><tr><td><strong>1<\/strong><\/td><td>Learn Data Basics<\/td><td>Excel<\/td><td>Reports &amp; summaries<\/td><\/tr><tr><td><strong>2<\/strong><\/td><td>Databases<\/td><td>SQL<\/td><td>Clean, accurate queries<\/td><\/tr><tr><td><strong>3<\/strong><\/td><td>Programming<\/td><td>Python<\/td><td>Scripts &amp; automation<\/td><\/tr><tr><td><strong>4<\/strong><\/td><td>Visualization<\/td><td>BI Tools<\/td><td>Dashboards<\/td><\/tr><tr><td><strong>5<\/strong><\/td><td>Advanced Topics<\/td><td>Cloud + AI<\/td><td>Capstone project<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Gain a Solid Foundation:<\/strong> Acquire the necessary skills by completing a data analytics course or earning a relevant degree.<\/li>\n\n\n\n<li><strong>Build a Strong Portfolio:<\/strong> Demonstrate your skills by working on personal projects or contributing to open-source data analysis initiatives.<\/li>\n\n\n\n<li><strong>Network with Industry Professionals:<\/strong> Connect with other data analysts, data scientists, and industry experts to learn from their experiences and build relationships.<\/li>\n\n\n\n<li><strong>Practice Data Analysis Techniques:<\/strong> Regularly practice data analysis techniques using real-world datasets to hone your skills.<\/li>\n\n\n\n<li><strong>Stay Updated with Industry Trends:<\/strong> Keep up with the latest developments in data analytics and technology to remain competitive.<\/li>\n\n\n\n<li><strong>Learn Popular Tools:<\/strong> Become proficient in commonly used data analysis tools like Python, R, SQL, Excel, Tableau, and Power BI.<\/li>\n<\/ol>\n\n\n\n<p>These steps are basically an overview. If you wish to look through a more detailed roadmap, you can check out <a href=\"https:\/\/www.scaler.com\/blog\/data-analyst-roadmap\/\">Scaler\u2019s Data Analyst Roadmap<\/a>.<\/p>\n\n\n\n<p>Take the first step towards becoming a data analytics expert with <strong><a href=\"https:\/\/www.scaler.com\/data-science-course\/?utm_source=organic_blog&amp;utm_medium=in_content_middle&amp;utm_content=data-analytics-course-syllabus\" target=\"_blank\" rel=\"noreferrer noopener\">Scaler&#8217;s Data Science course<\/a><\/strong>. Master essential tools like Python, R, SQL, and Tableau to transform data into actionable insights. Enroll now and elevate your career!<\/p>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"UTF-8\" \/>\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" \/>\n<title>Scaler Carousel<\/title>\n\n<!-- Plus Jakarta Sans Font -->\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Plus+Jakarta+Sans:wght@500;700&#038;display=swap\" rel=\"stylesheet\">\n<!-- Phosphor Icons -->\n<script src=\"https:\/\/unpkg.com\/@phosphor-icons\/web\"><\/script>\n<!-- Swiper CSS -->\n<link rel=\"stylesheet\" href=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.css\" \/>\n\n<style>\n.scaler-carousel {\n  font-family: 'Plus Jakarta Sans', sans-serif;\n  max-width: 900px;\n  margin: 0 auto;\n  padding: 0;\n}\n.swiper.scaler-swiper {\n  padding-bottom: 56px;\n}\n.swiper-slide {\n  height: auto;\n  display: flex;\n  align-items: stretch;\n}\n.scaler-card {\n  background: #fff;\n  border: 1.5px solid #e4e4e7;\n  box-shadow: 0 2px 24px 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96vw;}\n}\n@media (max-width: 700px) {\n  .scaler-card { min-height: 400px;}\n}\n<\/style>\n<\/head>\n<body>\n<div class=\"scaler-carousel\">\n  <div class=\"swiper scaler-swiper\">\n    <div class=\"swiper-wrapper\">\n      <!-- CARD 1 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-card-header blue\">\n            <i class=\"ph ph-code scaler-icon\"><\/i>\n          <\/div>\n          <div class=\"scaler-card-content\">\n            <div>\n              <div class=\"scaler-badge\">NSDC CERTIFIED<\/div>\n              <div class=\"scaler-title\">Software Development Course with AI Specialisation<\/div>\n              <div class=\"scaler-details\">\n                <div><i class=\"ph ph-briefcase\"><\/i>Min. work exp: 1 year<\/div>\n                <div><i class=\"ph ph-clock\"><\/i>Duration: 9\u201312 months<\/div>\n                <div><i class=\"ph ph-cube\"><\/i>1 Capstone project<\/div>\n              <\/div>\n              <div class=\"scaler-program-tag\"><i class=\"ph ph-globe-simple\"><\/i> ONLINE PROGRAM<\/div>\n            <\/div>\n            <div class=\"scaler-card-btns\">\n              <button class=\"scaler-btn\" onclick=\"window.open('https:\/\/www.scaler.com\/academy\/', '_blank')\">GO TO PROGRAM<\/button>\n              <button class=\"scaler-btn primary\" onclick=\"window.open('https:\/\/www.scaler.com\/academy\/', '_blank')\">BROCHURE <i class=\"ph ph-download-simple\"><\/i><\/button>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <!-- CARD 2 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-card-header purple\">\n            <i class=\"ph ph-equals scaler-icon\"><\/i>\n          <\/div>\n          <div class=\"scaler-card-content\">\n            <div>\n              <div class=\"scaler-badge\">NSDC CERTIFIED<\/div>\n              <div class=\"scaler-title\">Data Science Course with AI Specialisation<\/div>\n              <div class=\"scaler-details\">\n                <div><i class=\"ph ph-briefcase\"><\/i>Min. work exp: 1 year<\/div>\n                <div><i class=\"ph ph-clock\"><\/i>Duration: 7\u201318 months<\/div>\n                <div><i class=\"ph ph-cube\"><\/i>50+ real-world case studies<\/div>\n              <\/div>\n              <div class=\"scaler-program-tag\"><i class=\"ph ph-globe-simple\"><\/i> ONLINE PROGRAM<\/div>\n            <\/div>\n            <div class=\"scaler-card-btns\">\n              <button class=\"scaler-btn\" onclick=\"window.open('https:\/\/www.scaler.com\/data-science-course\/', '_blank')\">GO TO PROGRAM<\/button>\n              <button class=\"scaler-btn primary\" onclick=\"window.open('https:\/\/www.scaler.com\/data-science-course\/', '_blank')\">BROCHURE <i class=\"ph ph-download-simple\"><\/i><\/button>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <!-- CARD 3 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-card-header red\">\n            <i class=\"ph ph-sparkle scaler-icon\"><\/i>\n          <\/div>\n          <div class=\"scaler-card-content\">\n            <div>\n              <div class=\"scaler-badge\">NSDC CERTIFIED<\/div>\n              <div class=\"scaler-title\">Advanced AI and Machine Learning Course<\/div>\n              <div class=\"scaler-details\">\n                <div><i class=\"ph ph-briefcase\"><\/i>Min. work exp: 2 year<\/div>\n                <div><i class=\"ph ph-clock\"><\/i>Duration: 12 months<\/div>\n                <div><i class=\"ph ph-cube\"><\/i>50+ real-world projects<\/div>\n                <div><i class=\"ph ph-seal-check\"><\/i>Certification by IIT-Roorkee (CEC)*<\/div>\n              <\/div>\n              <div class=\"scaler-program-tag\"><i class=\"ph ph-globe-simple\"><\/i> ONLINE PROGRAM <span class=\"tag-new\">NEW<\/span><\/div>\n            <\/div>\n          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});\n});\n\n<\/script>\n<\/body>\n<\/html>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"faqs\"><\/span><strong>FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"wp-block-foxiz-elements-accordion gb-wrap gb-accordion yes-shadow yes-open\" style=\"--border-width:0 0 0 0;--desktop-padding:15px 30px 15px 30px;--tablet-padding:10px 25px 10px 25px;--mobile-padding:10px 20px 10px 20px\">\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>What prerequisites are required for a data analytics course?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>A basic understanding of statistics and mathematics is required for most data analytics courses. Some may also require prior knowledge of programming languages like Python or R. However, many beginner-level courses cater to individuals with no prior experience.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>How long does it take to complete a data analytics course?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Depending on the depth and intensity of the program, the duration varies. Online courses can range from a few weeks to several months, while bootcamps typically last 3-6 months. Master&#8217;s programs usually take 1-2 years.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>What job roles can I expect after completing the course?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>After completing a data analytics course, you can pursue roles like Data Analyst, Business Analyst, Marketing Analyst, or Operations Analyst. With further specialization, you can also transition into roles like Data Scientist or Machine Learning Engineer.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>Are there any certifications included in the course?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Some courses offer certifications upon completion, either from the course provider itself or through partnerships with external organizations. These certifications can validate your skills and enhance your resume.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>What kind of projects will be part of the course curriculum?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Data analytics courses typically include hands-on projects that simulate real-world scenarios. These projects may involve analyzing customer data, predicting sales trends, or creating interactive dashboards to visualize key business metrics.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>You\u2019re curious about data analytics, and honestly, that\u2019s already a great start! The field can feel big from the outside, but once you understand what you actually need to learn, things become a lot clearer. That\u2019s why looking at the syllabus that includes an updated curriculum matters. Many colleges\/universities end up failing to do so, [&hellip;]<\/p>\n","protected":false},"author":201,"featured_media":8559,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[36],"tags":[258],"class_list":{"0":"post-8552","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science-business-analytics","8":"tag-data-analyst"},"acf":[],"_links":{"self":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/8552","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/users\/201"}],"replies":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/comments?post=8552"}],"version-history":[{"count":17,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/8552\/revisions"}],"predecessor-version":[{"id":12438,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/8552\/revisions\/12438"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media\/8559"}],"wp:attachment":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media?parent=8552"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/categories?post=8552"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/tags?post=8552"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}