{"id":7457,"date":"2024-05-17T13:08:46","date_gmt":"2024-05-17T07:38:46","guid":{"rendered":"https:\/\/www.scaler.com\/blog\/?p=7457"},"modified":"2026-07-10T16:57:39","modified_gmt":"2026-07-10T11:27:39","slug":"data-science-career-opportunities","status":"publish","type":"post","link":"https:\/\/www.scaler.com\/blog\/data-science-career-opportunities\/","title":{"rendered":"Data Science Career Opportunities &#8211; Top Job Profiles 2025"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Data science is becoming an essential tool for innovation, efficiency, and strategic decision-making in a world where data is abundant. Data scientists are detectives and problem solvers with the ability to convert raw data into insights that drive progress.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The field of data science is not only growing but also diversifying in 2025. The data science workforce is in high demand, as industries such as healthcare, finance, e-commerce, and entertainment demand experts who can solve complicated problems with creative, data-driven solutions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To meet the demand for skilled data scientists and explore the various specializations within this field, consider <a href=\"https:\/\/www.scaler.com\/data-science-course\/?utm_source=organic_blog&amp;utm_medium=in_content_top&amp;utm_content=data-science-career-opportunities\" target=\"_blank\" rel=\"noreferrer noopener\">Scaler&#8217;s Data Science Course<\/a>. Our comprehensive curriculum covers a wide range of topics, from data analysis and machine learning to specialized areas like natural language processing and computer vision.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-science-job-roles-and-responsibilities\"><\/span>Data Science Job Roles and Responsibilities<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"655\" src=\"https:\/\/scaler-blog-prod-wp-content.s3.ap-south-1.amazonaws.com\/wp-content\/uploads\/2024\/05\/13152914\/data-science-job-roles-and-responsibilities--1024x655.webp\" alt=\"data science job roles and responsibilities\" class=\"wp-image-7465\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Data science is a dynamic field that encompasses a variety of roles, each with its own unique responsibilities and requirements. Whether it&#8217;s deciphering big data, crafting complex models, or devising data-driven strategies, professionals in this field play a critical role in leveraging data to drive business decisions.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below, are the specifics of various job roles within data science, shedding light on their distinct responsibilities, prerequisites, and the value they bring to the modern business landscape:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Take the leap from learning to doing. Attend a free masterclass today.<\/h3>\n\n\n<meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n\n    <!-- Source Sans Pro (topics font) -->\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Source+Sans+3:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\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        \/* topics design tokens (variables.scss) *\/\n        --scaler-primary: #005bb3;          \/* primary-color-80 *\/\n        --scaler-primary-30: #8acaff;       \/* primary-color-30 *\/\n        --scaler-brand-blue: #255aad;\n        --scaler-live: #ee001d;             \/* accent-v5-60 *\/\n        --scaler-live-bg: #ffe6e9;          \/* accent-v5-10 *\/\n        --scaler-card-bg: #ffffff;          \/* neutral-scale-0 *\/\n    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16px; }\n        .scaler-event-swiper .swiper-slide { width: calc(100vw - 52px); }\n        .scaler-events-nav__btn { display: none; }\n      }\n    <\/style>\n\n\n\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__header\">\n              <div class=\"scaler-event-card__image-wrapper\">\n                <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\">\n                <div class=\"scaler-event-card__img-footer\">\n                  <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M11.199 7.957c-3.086 0-5.588 2.502-5.588 5.588s2.502 5.588 5.588 5.588c3.086 0 5.588-2.502 5.588-5.588s-2.502-5.588-5.588-5.588zM3.611 13.545c0-4.191 3.397-7.588 7.588-7.588s7.588 3.397 7.588 7.588c0 4.191-3.397 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class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live<\/div>\n              <\/div>\n              <div class=\"scaler-event-card__text\">\n                <h3 class=\"scaler-event-card__title\"><\/h3>\n                <div class=\"scaler-event-card__speaker js-event-speaker\"><\/div>\n              <\/div>\n            <\/div>\n\n            <div class=\"scaler-event-card__takeaways js-event-takeaways\"><\/div>\n\n            <div class=\"scaler-event-card__spacer\"><\/div>\n\n            <div class=\"scaler-event-card__meta\">\n              <span class=\"js-event-date\"><\/span>\n              <span class=\"scaler-event-card__duration\">\n                <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16 6.333c6.443 0 11.667 5.223 11.667 11.667s-5.223 11.667-11.667 11.667c-6.443 0-11.667-5.223-11.667-11.667v0c0.008-6.44 5.226-11.659 11.666-11.667h0.001zM16 28.333c5.707 0 10.333-4.626 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class=\"scaler-events-header\">\n          <span class=\"scaler-events-header__icon\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 33 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M6.406 6.8c-0.11 0-0.2 0.090-0.2 0.2v20c0 0.11 0.090 0.2 0.2 0.2h20c0.11 0 0.2-0.090 0.2-0.2v-20c0-0.11-0.090-0.2-0.2-0.2h-20zM4.606 7c0-0.994 0.806-1.8 1.8-1.8h20c0.994 0 1.8 0.806 1.8 1.8v20c0 0.994-0.806 1.8-1.8 1.8h-20c-0.994 0-1.8-0.806-1.8-1.8v-20z\"\/><path d=\"M22.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M10.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M4.606 12c0-0.442 0.358-0.8 0.8-0.8h22c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-22c-0.442 0-0.8-0.358-0.8-0.8z\"\/><path d=\"M21.488 16.451c0.303 0.322 0.288 0.828-0.034 1.131l-5.838 5.5c-0.309 0.291-0.791 0.29-1.099-0.002l-3.162-3c-0.321-0.304-0.334-0.81-0.030-1.131s0.81-0.334 1.131-0.030l2.614 2.48 5.287-4.981c0.322-0.303 0.828-0.288 1.131 0.034z\"\/><\/svg>\n          <\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"live-masterclasses\"><\/span>Live Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n        <\/header>\n\n        <div class=\"scaler-events-swiper-wrap\">\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          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(-90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n        <\/div>\n\n        <a class=\"scaler-events-viewall\" href=\"https:\/\/www.scaler.com\/events\/\">\n          <span>View All Events<\/span>\n          <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n        <\/a>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n\n      const monthNames = [\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"];\n\n      function formatTime(st) {\n        const t = new Date(st);\n        const date = t.getDate();\n        const month = monthNames[t.getMonth()];\n        const year = t.getFullYear();\n        const h = t.getHours();\n        const m = String(t.getMinutes()).padStart(2, \"0\");\n        let time;\n        if (h === 0) time = `12:${m} AM`;\n        else if (h === 12) time = `12:${m} PM`;\n        else if (h > 12) time = `${h - 12}:${m} PM`;\n        else time = `${h}:${m} AM`;\n        return `${date} ${month} ${year} | ${time}`;\n      }\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          const swiper = new Swiper(swiperElement, {\n            slidesPerView: \"auto\",\n            spaceBetween: 16,\n            grabCursor: true,\n            observer: true,\n            observeParents: true,\n            pagination: {\n                el: paginationEl,\n                clickable: true,\n                dynamicBullets: true\n            },\n            navigation: {\n                nextEl: nextBtn,\n                prevEl: prevBtn\n            },\n          });\n\n          function showSkeletons(count = 4) {\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 cd = attr.custom_data || {};\n              const clone = template.content.cloneNode(true);\n              const joinUrl = `\/event\/${attr.slug}\/?utm_source=blog&utm_medium=master_class&utm_content=${currentSlug}`;\n\n              \/\/ Instructor headshot\n              const instructor = (cd.instructors && cd.instructors[0]) || {};\n              const img = clone.querySelector(\".scaler-event-card__image\");\n              img.src = instructor.media_url || attr.image_url ||\n                \"https:\/\/images.unsplash.com\/photo-1531891437562-4301cf35b7e4?w=200&h=200&fit=crop\";\n              img.alt = instructor.name || attr.instructor_name || attr.title;\n\n              \/\/ Title + speaker\n              clone.querySelector(\".scaler-event-card__title\").textContent = attr.title;\n              clone.querySelector(\".js-event-speaker\").textContent = instructor.name || attr.instructor_name || \"\";\n\n              \/\/ Live chip vs attendee count\n              const isLive = attr.status === \"current\";\n              const footer = clone.querySelector(\".scaler-event-card__img-footer\");\n              const liveBadge = clone.querySelector(\".scaler-event-card__live-badge\");\n              if (isLive) {\n                footer.style.display = \"none\";\n                liveBadge.style.display = \"flex\";\n                liveBadge.textContent = \"Live\";\n              } else if (attr.registration_count) {\n                clone.querySelector(\".js-event-count\").textContent = attr.registration_count;\n              } else {\n                footer.style.display = \"none\";\n              }\n\n              \/\/ Takeaways (up to 2, Know More on the last)\n              const takeaways = (cd.takeaways || []).slice(0, 2);\n              const listEl = clone.querySelector(\".js-event-takeaways\");\n              listEl.innerHTML = \"\";\n              takeaways.forEach((t, idx) => {\n                const item = document.createElement(\"div\");\n                item.className = \"scaler-event-card__takeaway-item\";\n                const dot = document.createElement(\"span\");\n                dot.className = \"scaler-event-card__dot\";\n                const txt = document.createElement(\"span\");\n                txt.className = \"scaler-event-card__takeaway-text\";\n                txt.textContent = t;\n                item.appendChild(dot);\n                item.appendChild(txt);\n                if (idx === takeaways.length - 1) {\n                  const km = document.createElement(\"a\");\n                  km.className = \"scaler-event-card__knowmore\";\n                  km.textContent = \"Know More\";\n                  km.href = joinUrl;\n                  item.appendChild(km);\n                }\n                listEl.appendChild(item);\n              });\n\n              \/\/ Date + duration\n              clone.querySelector(\".js-event-date\").textContent = formatTime(attr.start_time);\n              let hrs = \"\";\n              if (attr.duration) {\n                hrs = (attr.duration \/ 60).toFixed(2);\n              } else if (attr.end_time) {\n                hrs = (Math.abs(new Date(attr.start_time) - new Date(attr.end_time)) \/ 3600000).toFixed(2);\n              }\n              clone.querySelector(\".js-event-duration\").textContent = hrs ? `${hrs} Hrs` : \"\";\n\n              \/\/ CTA\n              clone.querySelector(\".js-event-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\n\n\n<h3 class=\"wp-block-heading\">1. Data Scientist<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Data scientists are the analytical superpowers who use their knowledge of programming, machine learning, and statistics to reveal the mysteries buried in data. They spend a significant portion of their time in:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data Wrangling:<\/strong> Cleaning, preparing, and transforming raw data into a usable format for analysis.<\/li>\n\n\n\n<li><strong>Exploratory Data Analysis (EDA):<\/strong> Examining data to uncover trends, patterns, and potential relationships.<\/li>\n\n\n\n<li><strong>Building Machine Learning Models:<\/strong> Developing and fine-tuning algorithms to make predictions or classifications based on data.<\/li>\n\n\n\n<li><strong>Data Visualization:<\/strong> Creating compelling visuals to communicate insights to technical and non-technical audiences alike.<\/li>\n\n\n\n<li><strong>Communicating Findings:<\/strong> Presenting their analysis and recommendations to stakeholders, influencing business decisions.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Salary:<\/strong> The average annual salary for a data scientist is \u20b913,71,445 in India (source: <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/data-scientist-salary-SRCH_KO0,14.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Glassdoor<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Required Skills:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below are the basic skills that a data scientist should have:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Programming Languages (Python, R)<\/li>\n\n\n\n<li>Machine Learning Expertise (Scikit-learn, TensorFlow)<\/li>\n\n\n\n<li>Statistics and Probability<\/li>\n\n\n\n<li>Data Visualization (Matplotlib, Seaborn)<\/li>\n\n\n\n<li>Communication and Storytelling Abilities<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. Data Analyst<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Data analysts act as the bridge between raw data and actionable insights. They convert data into comprehensible narratives that inform decisions; they are the information detectives. Their core tasks include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Data Acquisition and Cleaning:<\/strong> Gathering data from various sources and ensuring its accuracy and consistency.<\/li>\n\n\n\n<li><strong>Data Analysis:<\/strong> Performing statistical analysis to identify trends, patterns, and relationships within the data.<\/li>\n\n\n\n<li><strong>Creating Reports and Dashboards:<\/strong> Developing clear and visually appealing reports and dashboards to communicate insights to stakeholders.<\/li>\n\n\n\n<li><strong>Monitoring KPIs:<\/strong> Tracking key performance indicators (KPIs) to measure progress and identify areas for improvement.<\/li>\n\n\n\n<li><strong>Data Storytelling:<\/strong> Presenting findings in a clear and concise way, enabling informed decision-making.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Salary:<\/strong> The average annual salary for a data analyst is \u20b97,36000 in India (source: <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/data-analyst-salary-SRCH_KO0,12.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Glassdoor<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Required Skills:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below are the basic skills that a data analyst should have:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SQL for database querying<\/li>\n\n\n\n<li>Spreadsheet Mastery (Excel)<\/li>\n\n\n\n<li>Data Visualization Tools (Tableau, Power BI)<\/li>\n\n\n\n<li>Critical Thinking and Analytical Skills<\/li>\n\n\n\n<li>Business Acumen (understanding the domain)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Your growth starts with the right guidance. Join a free session led by experts.<\/h3>\n\n\n<meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n\n    <!-- Source Sans Pro (topics font) -->\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Source+Sans+3:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\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        \/* topics design tokens (variables.scss) *\/\n        --scaler-primary: #005bb3;          \/* primary-color-80 *\/\n        --scaler-primary-30: #8acaff;       \/* primary-color-30 *\/\n        --scaler-brand-blue: #255aad;\n        --scaler-live: #ee001d;             \/* accent-v5-60 *\/\n        --scaler-live-bg: #ffe6e9;          \/* accent-v5-10 *\/\n        --scaler-card-bg: #ffffff;          \/* neutral-scale-0 *\/\n        --scaler-surface: #f4f6f9;          \/* neutral-scale-2 *\/\n        --scaler-text-primary: #1a2c47;     \/* neutral-scale-12 *\/\n        --scaler-text-secondary: #61738e;   \/* neutral-scale-9 *\/\n        --scaler-border: #d6dee5;           \/* neutral-scale-4 *\/\n        --scaler-radius: 16px;\n        --scaler-radius-sm: 8px;\n        --scaler-shadow: 0 8px 16px 0 rgba(50, 71, 102, 0.16);\n      }\n\n      .scaler-events-carousel * { box-sizing: border-box; }\n\n      .scaler-events-carousel {\n        font-family: \"Source Sans 3\", \"Source Sans Pro\", \"Roboto\", Arial, sans-serif;\n        padding: 24px;\n        position: relative;\n        width: 100%;\n      }\n      .scaler-events-carousel__inner {\n        max-width: 1000px;\n        margin: 0 auto;\n        position: relative;\n        width: 100%;\n      }\n\n      \/* Header \u2014 calendar icon + \"Live Masterclasses\" *\/\n      .scaler-events-header {\n        display: flex;\n        align-items: center;\n        gap: 8px;\n        margin-bottom: 8px;\n        padding: 8px 0;\n      }\n      .scaler-events-header__icon { display: inline-flex; color: var(--scaler-text-primary); }\n      .scaler-events-header__icon svg { width: 24px; height: 24px; }\n      .scaler-events-header__title {\n        font-size: 18px;\n        font-weight: 700;\n        color: var(--scaler-text-primary);\n        line-height: 1.3;\n        margin: 0;\n      }\n\n      \/* Swiper wrap (holds side arrows) *\/\n      .scaler-events-swiper-wrap { position: relative; }\n      .scaler-events-carousel .swiper { width: 100%; padding: 4px; }\n      .scaler-event-swiper .swiper-slide {\n        width: 296px;          \/* topics card_container width *\/\n        height: auto;\n        display: flex;\n      }\n\n      \/* Event Card \u2014 matches topics EventCard *\/\n      .scaler-event-card {\n        background: var(--scaler-card-bg);\n        border: 1px solid var(--scaler-border);\n        border-radius: var(--scaler-radius);\n        padding: 16px;\n        display: flex;\n        flex-direction: column;\n        height: 100%;\n        width: 100%;\n        cursor: pointer;\n      }\n\n      \/* Header row: headshot + title\/name *\/\n      .scaler-event-card__header { display: flex; align-items: flex-start; }\n      .scaler-event-card__image-wrapper {\n        position: relative;\n        width: 88px;\n        height: 88px;\n        min-width: 88px;\n        border-radius: var(--scaler-radius-sm);\n        overflow: hidden;\n        background: var(--scaler-primary-30);\n      }\n      .scaler-event-card__image {\n        position: absolute;\n        top: 0; left: 0;\n        width: 100%; height: 100%;\n        object-fit: cover;\n      }\n      \/* attendee-count footer (default) *\/\n      .scaler-event-card__img-footer {\n        position: absolute;\n        left: 0; right: 0; bottom: 0;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 4px;\n        padding: 1px 8px;\n        background: var(--scaler-surface);\n        color: var(--scaler-text-primary);\n        font-size: 13px;\n        line-height: 22px;\n      }\n      .scaler-event-card__img-footer svg { width: 14px; height: 14px; }\n      \/* live chip (shown when status === current) *\/\n      .scaler-event-card__live-badge {\n        position: absolute;\n        left: 0; right: 0; bottom: 0;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 5px;\n        padding: 1px 8px;\n        background: var(--scaler-live-bg);\n        color: var(--scaler-live);\n        font-size: 12px;\n        line-height: 22px;\n        text-transform: uppercase;\n        letter-spacing: 0.18em;\n      }\n      .scaler-event-card__live-badge::before {\n        content: \"\";\n        width: 6px; height: 6px;\n        background: var(--scaler-live);\n        border-radius: 50%;\n      }\n      .scaler-event-card__text { margin-left: 16px; min-width: 0; }\n      .scaler-event-card__title {\n        font-size: 20px;\n        font-weight: 600;\n        color: var(--scaler-text-primary);\n        margin: 0;\n        line-height: 1.4;\n        display: -webkit-box;\n        -webkit-line-clamp: 2;\n        -webkit-box-orient: vertical;\n        overflow: hidden;\n      }\n      .scaler-event-card__speaker {\n        margin-top: 8px;\n        font-size: 14px;\n        line-height: 1.4;\n        color: var(--scaler-text-primary);\n      }\n\n      \/* Takeaways *\/\n      .scaler-event-card__takeaways {\n        margin-top: 12px;\n        min-height: 50px;\n        max-height: 50px;\n        overflow: hidden;\n      }\n      .scaler-event-card__takeaway-item {\n        display: flex;\n        align-items: flex-start;\n        gap: 6px;\n      }\n      .scaler-event-card__dot {\n        width: 4px; height: 4px;\n        min-width: 4px;\n        border-radius: 50%;\n        background: var(--scaler-text-secondary);\n        margin-top: 11px;\n      }\n      .scaler-event-card__takeaway-text {\n        flex: 1;\n        min-width: 0;\n        font-size: 14px;\n        line-height: 24px;\n        color: var(--scaler-text-primary);\n        white-space: nowrap;\n        overflow: hidden;\n        text-overflow: ellipsis;\n      }\n      .scaler-event-card__knowmore,\n      .scaler-event-card__knowmore:link,\n      .scaler-event-card__knowmore:visited {\n        flex-shrink: 0;\n        font-size: 14px;\n        line-height: 24px;\n        color: var(--scaler-primary) !important;\n        text-decoration: none;\n        white-space: nowrap;\n      }\n      .scaler-event-card__knowmore:hover { text-decoration: underline; }\n\n      \/* Date + duration *\/\n      .scaler-event-card__meta {\n        display: flex;\n        align-items: center;\n        justify-content: space-between;\n        margin-top: 20px;\n        font-size: 13px;\n        line-height: 24px;\n        color: var(--scaler-text-primary);\n      }\n      .scaler-event-card__duration {\n        display: flex;\n        align-items: center;\n        gap: 4px;\n      }\n      .scaler-event-card__duration svg { width: 15px; height: 15px; }\n\n      .scaler-event-card__spacer { flex-grow: 1; min-height: 4px; }\n\n      \/* CTA \u2014 outlined \"Register with 1-Click\" *\/\n      .scaler-event-card__cta,\n      .scaler-event-card__cta:link,\n      .scaler-event-card__cta:visited {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        width: 100%;\n        margin-top: 16px;\n        padding: 8px;\n        background: transparent;\n        color: var(--scaler-primary) !important;\n        font-family: inherit;\n        font-size: 14px;\n        font-weight: 600;\n        line-height: 24px;\n        text-decoration: none;\n        border: 1px solid var(--scaler-primary);\n        border-radius: var(--scaler-radius-sm);\n        cursor: pointer;\n        transition: background 0.2s ease, color 0.2s ease;\n      }\n      .scaler-event-card__cta:hover,\n      .scaler-event-card__cta:focus {\n        background: var(--scaler-primary);\n        color: #fff !important;\n      }\n\n      \/* Side navigation arrows *\/\n      .scaler-events-nav__btn {\n        position: absolute !important;\n        top: 50% !important;\n        transform: translateY(-50%) !important;\n        z-index: 2;\n        width: 46px !important;\n        height: 46px !important;\n        min-width: 46px;\n        display: flex !important;\n        align-items: center;\n        justify-content: center;\n        padding: 0 !important;\n        background: var(--scaler-card-bg) !important;\n        border: none !important;\n        border-radius: var(--scaler-radius-sm) !important;\n        box-shadow: var(--scaler-shadow) !important;\n        color: var(--scaler-text-secondary) !important;\n        cursor: pointer;\n        transition: opacity 0.2s ease, visibility 0.2s ease;\n      }\n      .scaler-nav-prev { left: 8px !important; }\n      .scaler-nav-next { right: 8px !important; }\n      .scaler-events-nav__btn svg {\n        width: 20px !important;\n        height: 20px !important;\n        fill: var(--scaler-text-secondary) !important;\n      }\n      .scaler-events-nav__btn.swiper-button-disabled {\n        opacity: 0;\n        visibility: hidden;\n        pointer-events: none;\n      }\n\n      \/* View All Events *\/\n      .scaler-events-viewall,\n      .scaler-events-viewall:link,\n      .scaler-events-viewall:visited {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 6px;\n        margin-top: 12px;\n        font-size: 14px;\n        font-weight: 600;\n        color: var(--scaler-brand-blue) !important;\n        text-decoration: none;\n      }\n      .scaler-events-viewall:hover { text-decoration: underline; }\n      .scaler-events-viewall svg { width: 16px; height: 16px; fill: var(--scaler-brand-blue); }\n\n      \/* hide swiper defaults *\/\n      .scaler-events-pagination { display: none; }\n      .scaler-events-carousel .swiper-button-prev,\n      .scaler-events-carousel .swiper-button-next { display: none; }\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__speaker,\n      .scaler-event-card--skeleton .scaler-event-card__takeaways,\n      .scaler-event-card--skeleton .scaler-event-card__meta,\n      .scaler-event-card--skeleton .scaler-event-card__cta {\n        background: linear-gradient(90deg, var(--scaler-border) 25%, var(--scaler-surface) 50%, var(--scaler-border) 75%);\n        background-size: 200% 100%;\n        animation: shimmer 1.5s infinite;\n        color: transparent !important;\n        border-color: transparent !important;\n        border-radius: 4px;\n      }\n      .scaler-event-card--skeleton .scaler-event-card__title { min-height: 44px; }\n      .scaler-event-card--skeleton .scaler-event-card__speaker { min-height: 16px; }\n      .scaler-event-card--skeleton .scaler-event-card__meta { min-height: 24px; }\n      .scaler-event-card--skeleton .scaler-event-card__cta { min-height: 40px; }\n      .scaler-event-card--skeleton .scaler-event-card__image,\n      .scaler-event-card--skeleton .scaler-event-card__img-footer,\n      .scaler-event-card--skeleton .scaler-event-card__live-badge { 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: 40px 20px;\n        color: var(--scaler-text-secondary);\n        font-size: 15px;\n      }\n\n      @media (max-width: 768px) {\n        .scaler-events-carousel { padding: 16px; }\n        .scaler-event-swiper .swiper-slide { width: calc(100vw - 52px); }\n        .scaler-events-nav__btn { display: none; }\n      }\n    <\/style>\n\n\n\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__header\">\n              <div class=\"scaler-event-card__image-wrapper\">\n                <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\">\n                <div class=\"scaler-event-card__img-footer\">\n                  <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M11.199 7.957c-3.086 0-5.588 2.502-5.588 5.588s2.502 5.588 5.588 5.588c3.086 0 5.588-2.502 5.588-5.588s-2.502-5.588-5.588-5.588zM3.611 13.545c0-4.191 3.397-7.588 7.588-7.588s7.588 3.397 7.588 7.588c0 4.191-3.397 7.588-7.588 7.588s-7.588-3.397-7.588-7.588z\"\/><path d=\"M21.090 6.369h0.003c1.989 0 3.897 0.79 5.303 2.197s2.197 3.314 2.197 5.303-0.79 3.897-2.197 5.303c-1.406 1.407-3.314 2.197-5.303 2.197-0.552 0-1-0.448-1-1s0.448-1 1-1c1.459 0 2.858-0.579 3.889-1.611s1.611-2.43 1.611-3.889c0-1.459-0.58-2.858-1.611-3.889s-2.429-1.611-3.888-1.611c-0.507 0.002-1.013 0.070-1.502 0.203-0.533 0.145-1.082-0.17-1.227-0.703s0.17-1.082 0.703-1.227c0.659-0.179 1.339-0.27 2.021-0.272z\"\/><path d=\"M10.906 21.364c-1.605 0-3.186 0.386-4.61 1.126s-2.649 1.811-3.572 3.124c-0.318 0.452-0.941 0.561-1.393 0.243s-0.561-0.941-0.243-1.393c1.107-1.576 2.577-2.862 4.286-3.749s3.606-1.351 5.532-1.351 3.823 0.463 5.532 1.351c1.709 0.888 3.179 2.174 4.286 3.749 0.318 0.452 0.209 1.076-0.243 1.393s-1.076 0.209-1.393-0.243c-0.923-1.313-2.148-2.385-3.572-3.124s-3.005-1.126-4.61-1.126z\"\/><\/svg>\n                  <span class=\"js-event-count\"><\/span>\n                <\/div>\n                <div class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live<\/div>\n              <\/div>\n              <div class=\"scaler-event-card__text\">\n                <h3 class=\"scaler-event-card__title\"><\/h3>\n                <div class=\"scaler-event-card__speaker js-event-speaker\"><\/div>\n              <\/div>\n            <\/div>\n\n            <div class=\"scaler-event-card__takeaways js-event-takeaways\"><\/div>\n\n            <div class=\"scaler-event-card__spacer\"><\/div>\n\n            <div class=\"scaler-event-card__meta\">\n              <span class=\"js-event-date\"><\/span>\n              <span class=\"scaler-event-card__duration\">\n                <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16 6.333c6.443 0 11.667 5.223 11.667 11.667s-5.223 11.667-11.667 11.667c-6.443 0-11.667-5.223-11.667-11.667v0c0.008-6.44 5.226-11.659 11.666-11.667h0.001zM16 28.333c5.707 0 10.333-4.626 10.333-10.333s-4.626-10.333-10.333-10.333c-5.707 0-10.333 4.626-10.333 10.333v0c0.007 5.704 4.629 10.326 10.333 10.333h0.001z\"\/><path d=\"M16 18.667c-0 0-0.001 0-0.001 0-0.184 0-0.35-0.074-0.471-0.195v0c-0.121-0.121-0.195-0.287-0.195-0.471s0.075-0.351 0.195-0.471l4.951-4.952c0.121-0.121 0.287-0.195 0.471-0.195s0.351 0.075 0.471 0.195v0c0.121 0.121 0.195 0.287 0.195 0.471s-0.075 0.351-0.195 0.471l-4.949 4.951c-0.121 0.121-0.288 0.196-0.472 0.196v0z\"\/><path d=\"M19 3.667h-6c-0.368 0-0.667-0.298-0.667-0.667v0c0-0.368 0.298-0.667 0.667-0.667v0h6c0.368 0 0.667 0.298 0.667 0.667v0c0 0.368-0.298 0.667-0.667 0.667v0z\"\/><\/svg>\n                <span class=\"js-event-duration\"><\/span>\n              <\/span>\n            <\/div>\n\n            <a href=\"#\" class=\"scaler-event-card__cta js-event-cta\">Register with 1-Click<\/a>\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__icon\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 33 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M6.406 6.8c-0.11 0-0.2 0.090-0.2 0.2v20c0 0.11 0.090 0.2 0.2 0.2h20c0.11 0 0.2-0.090 0.2-0.2v-20c0-0.11-0.090-0.2-0.2-0.2h-20zM4.606 7c0-0.994 0.806-1.8 1.8-1.8h20c0.994 0 1.8 0.806 1.8 1.8v20c0 0.994-0.806 1.8-1.8 1.8h-20c-0.994 0-1.8-0.806-1.8-1.8v-20z\"\/><path d=\"M22.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M10.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M4.606 12c0-0.442 0.358-0.8 0.8-0.8h22c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-22c-0.442 0-0.8-0.358-0.8-0.8z\"\/><path d=\"M21.488 16.451c0.303 0.322 0.288 0.828-0.034 1.131l-5.838 5.5c-0.309 0.291-0.791 0.29-1.099-0.002l-3.162-3c-0.321-0.304-0.334-0.81-0.030-1.131s0.81-0.334 1.131-0.030l2.614 2.48 5.287-4.981c0.322-0.303 0.828-0.288 1.131 0.034z\"\/><\/svg>\n          <\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"live-masterclasses-2\"><\/span>Live Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n        <\/header>\n\n        <div class=\"scaler-events-swiper-wrap\">\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          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(-90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n        <\/div>\n\n        <a class=\"scaler-events-viewall\" href=\"https:\/\/www.scaler.com\/events\/\">\n          <span>View All Events<\/span>\n          <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n        <\/a>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n\n      const monthNames = [\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"];\n\n      function formatTime(st) {\n        const t = new Date(st);\n        const date = t.getDate();\n        const month = monthNames[t.getMonth()];\n        const year = t.getFullYear();\n        const h = t.getHours();\n        const m = String(t.getMinutes()).padStart(2, \"0\");\n        let time;\n        if (h === 0) time = `12:${m} AM`;\n        else if (h === 12) time = `12:${m} PM`;\n        else if (h > 12) time = `${h - 12}:${m} PM`;\n        else time = `${h}:${m} AM`;\n        return `${date} ${month} ${year} | ${time}`;\n      }\n\n      const carouselInstances = document.querySelectorAll('.js-scaler-carousel');\n\n      carouselInstances.forEach(container => {\n\n          if(container.dataset.initialized === \"true\") return;\n          container.dataset.initialized = \"true\";\n\n          const swiperElement = container.querySelector(\".scaler-event-swiper\");\n          const swiperWrapper = container.querySelector(\".scaler-events-wrapper\");\n          const template = container.querySelector(\".js-event-card-template\");\n          const nextBtn = container.querySelector(\".scaler-nav-next\");\n          const prevBtn = container.querySelector(\".scaler-nav-prev\");\n          const paginationEl = container.querySelector(\".scaler-events-pagination\");\n\n          if (!swiperWrapper || !template) {\n             console.error(\"Scaler Carousel: Missing required elements inside container\");\n             return;\n          }\n\n          const swiper = new Swiper(swiperElement, {\n            slidesPerView: \"auto\",\n            spaceBetween: 16,\n            grabCursor: true,\n            observer: true,\n            observeParents: true,\n            pagination: {\n                el: paginationEl,\n                clickable: true,\n                dynamicBullets: true\n            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> 0 ? pathParts[pathParts.length - 1] : \"homepage\";\n\n            events.forEach(event => {\n              const attr = event.attributes;\n              const cd = attr.custom_data || {};\n              const clone = template.content.cloneNode(true);\n              const joinUrl = `\/event\/${attr.slug}\/?utm_source=blog&utm_medium=master_class&utm_content=${currentSlug}`;\n\n              \/\/ Instructor headshot\n              const instructor = (cd.instructors && cd.instructors[0]) || {};\n              const img = clone.querySelector(\".scaler-event-card__image\");\n              img.src = instructor.media_url || attr.image_url ||\n                \"https:\/\/images.unsplash.com\/photo-1531891437562-4301cf35b7e4?w=200&h=200&fit=crop\";\n              img.alt = instructor.name || attr.instructor_name || attr.title;\n\n              \/\/ Title + speaker\n              clone.querySelector(\".scaler-event-card__title\").textContent = attr.title;\n              clone.querySelector(\".js-event-speaker\").textContent = instructor.name || attr.instructor_name || \"\";\n\n              \/\/ Live chip vs attendee count\n              const isLive = attr.status === \"current\";\n              const footer = clone.querySelector(\".scaler-event-card__img-footer\");\n              const liveBadge = clone.querySelector(\".scaler-event-card__live-badge\");\n              if (isLive) {\n                footer.style.display = \"none\";\n                liveBadge.style.display = \"flex\";\n                liveBadge.textContent = \"Live\";\n              } else if (attr.registration_count) {\n                clone.querySelector(\".js-event-count\").textContent = attr.registration_count;\n              } else {\n                footer.style.display = \"none\";\n              }\n\n              \/\/ Takeaways (up to 2, Know More on the last)\n              const takeaways = (cd.takeaways || []).slice(0, 2);\n              const listEl = clone.querySelector(\".js-event-takeaways\");\n              listEl.innerHTML = \"\";\n              takeaways.forEach((t, idx) => {\n                const item = document.createElement(\"div\");\n                item.className = \"scaler-event-card__takeaway-item\";\n                const dot = document.createElement(\"span\");\n                dot.className = \"scaler-event-card__dot\";\n                const txt = document.createElement(\"span\");\n                txt.className = \"scaler-event-card__takeaway-text\";\n                txt.textContent = t;\n                item.appendChild(dot);\n                item.appendChild(txt);\n                if (idx === takeaways.length - 1) {\n                  const km = document.createElement(\"a\");\n                  km.className = \"scaler-event-card__knowmore\";\n                  km.textContent = \"Know More\";\n                  km.href = joinUrl;\n                  item.appendChild(km);\n                }\n                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\"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\n\n\n<h3 class=\"wp-block-heading\">3. Data Engineer<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Data engineers are the behind-the-scenes heroes, building the robust data infrastructure that fuels data science and analytics. They are responsible for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Designing and Building Data Pipelines:<\/strong> Creating the systems that collect, store, process, and transform data for analysis.<\/li>\n\n\n\n<li><strong>Data Warehousing and Management:<\/strong> Designing and managing data warehouses to store large datasets efficiently.<\/li>\n\n\n\n<li><strong>Big Data Technologies:<\/strong> Utilizing tools like Hadoop, Spark, and Kafka to manage and analyze massive datasets.<\/li>\n\n\n\n<li><strong>Cloud Technologies:<\/strong> Leveraging cloud platforms (AWS, Azure, and GCP) for data storage, processing, and scalability.<\/li>\n\n\n\n<li><strong>Data Security and Governance:<\/strong> Ensuring data security, compliance, and access controls.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Salary: <\/strong>The average annual salary for a data engineer is \u20b99,75,000 in India (source: <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/data-engineer-salary-SRCH_KO0,13.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Glassdoor<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Required Skills:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below are the basic skills that a data engineer should have:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Database Expertise (SQL, NoSQL)<\/li>\n\n\n\n<li>Big Data Tools (Hadoop, Spark)<\/li>\n\n\n\n<li>Cloud Technologies (AWS, Azure, GCP)<\/li>\n\n\n\n<li>Programming Languages (Python, Java)<\/li>\n\n\n\n<li>Data Warehousing Concepts<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Data Architect<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The master plan for organizing, managing, and integrating an organization&#8217;s data is created by data architects. Their focus lies in:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Designing Data Systems:<\/strong> Defining data models, standards, and the overall architecture for data storage and flow.<\/li>\n\n\n\n<li><strong>Data Governance:<\/strong> Establishing policies and procedures for ensuring data quality, security, and compliance with regulations.<\/li>\n\n\n\n<li><strong>Data Integration:<\/strong> Designing how data from disparate systems will be integrated and made accessible across the organization.<\/li>\n\n\n\n<li><strong>Optimizing for Scalability and Performance:<\/strong> Planning data architecture that can handle future growth and performance requirements.<\/li>\n\n\n\n<li><strong>Cloud Migration:<\/strong> Strategizing the movement of data and systems to cloud platforms.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Salary:<\/strong> The average annual salary for a data architect is \u20b927,00,000 in India (source: <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/data-architect-salary-SRCH_KO0,14.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Glassdoor<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Required Skills:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below are the skills that a data architect should have:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Extensive Database Design Experience<\/li>\n\n\n\n<li>Deep Understanding of Data Governance Frameworks<\/li>\n\n\n\n<li>Big Data Technologies (Hadoop, Spark)<\/li>\n\n\n\n<li>Cloud Platforms (AWS, Azure, and GCP)<\/li>\n\n\n\n<li>Data Modeling and Data Warehousing<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Want to master these in-demand skills and become a sought-after data architect? <a href=\"https:\/\/www.scaler.com\/data-science-course\/?utm_source=organic_blog&amp;utm_medium=in_content_middle&amp;utm_content=data-science-career-opportunities\" target=\"_blank\" rel=\"noreferrer noopener\">Scaler&#8217;s Data Science Course<\/a> provides comprehensive training in database design, data governance, big data technologies, cloud platforms, data modeling, and data warehousing, equipping you with the expertise needed to excel in this rewarding role.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Take the leap from learning to doing. Attend a free masterclass today.<\/h3>\n\n\n<meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n\n    <!-- Source Sans Pro (topics font) -->\n    <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Source+Sans+3:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\">\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        \/* topics design tokens (variables.scss) *\/\n        --scaler-primary: #005bb3;          \/* primary-color-80 *\/\n        --scaler-primary-30: #8acaff;       \/* primary-color-30 *\/\n        --scaler-brand-blue: #255aad;\n        --scaler-live: #ee001d;             \/* accent-v5-60 *\/\n        --scaler-live-bg: #ffe6e9;          \/* accent-v5-10 *\/\n        --scaler-card-bg: #ffffff;          \/* neutral-scale-0 *\/\n        --scaler-surface: #f4f6f9;          \/* neutral-scale-2 *\/\n        --scaler-text-primary: #1a2c47;     \/* neutral-scale-12 *\/\n        --scaler-text-secondary: #61738e;   \/* neutral-scale-9 *\/\n        --scaler-border: #d6dee5;           \/* neutral-scale-4 *\/\n        --scaler-radius: 16px;\n        --scaler-radius-sm: 8px;\n        --scaler-shadow: 0 8px 16px 0 rgba(50, 71, 102, 0.16);\n      }\n\n      .scaler-events-carousel * { box-sizing: border-box; }\n\n      .scaler-events-carousel {\n        font-family: \"Source Sans 3\", \"Source Sans Pro\", \"Roboto\", Arial, sans-serif;\n        padding: 24px;\n        position: relative;\n        width: 100%;\n      }\n      .scaler-events-carousel__inner {\n        max-width: 1000px;\n        margin: 0 auto;\n        position: relative;\n        width: 100%;\n      }\n\n      \/* Header \u2014 calendar icon + \"Live Masterclasses\" *\/\n      .scaler-events-header {\n        display: flex;\n        align-items: center;\n        gap: 8px;\n        margin-bottom: 8px;\n        padding: 8px 0;\n      }\n      .scaler-events-header__icon { display: inline-flex; color: var(--scaler-text-primary); }\n      .scaler-events-header__icon svg { width: 24px; height: 24px; }\n      .scaler-events-header__title {\n        font-size: 18px;\n        font-weight: 700;\n        color: var(--scaler-text-primary);\n        line-height: 1.3;\n        margin: 0;\n      }\n\n      \/* Swiper wrap (holds side arrows) *\/\n      .scaler-events-swiper-wrap { position: relative; }\n      .scaler-events-carousel .swiper { width: 100%; padding: 4px; }\n      .scaler-event-swiper .swiper-slide {\n        width: 296px;          \/* topics card_container width *\/\n        height: auto;\n        display: flex;\n      }\n\n      \/* Event Card \u2014 matches topics EventCard *\/\n      .scaler-event-card {\n        background: var(--scaler-card-bg);\n        border: 1px solid var(--scaler-border);\n        border-radius: var(--scaler-radius);\n        padding: 16px;\n        display: flex;\n        flex-direction: column;\n        height: 100%;\n        width: 100%;\n        cursor: pointer;\n      }\n\n      \/* Header row: headshot + title\/name *\/\n      .scaler-event-card__header { display: flex; align-items: flex-start; }\n      .scaler-event-card__image-wrapper {\n        position: relative;\n        width: 88px;\n        height: 88px;\n        min-width: 88px;\n        border-radius: var(--scaler-radius-sm);\n        overflow: hidden;\n        background: var(--scaler-primary-30);\n      }\n      .scaler-event-card__image {\n        position: absolute;\n        top: 0; left: 0;\n        width: 100%; height: 100%;\n        object-fit: cover;\n      }\n      \/* attendee-count footer (default) *\/\n      .scaler-event-card__img-footer {\n        position: absolute;\n        left: 0; right: 0; bottom: 0;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 4px;\n        padding: 1px 8px;\n        background: var(--scaler-surface);\n        color: var(--scaler-text-primary);\n        font-size: 13px;\n        line-height: 22px;\n      }\n      .scaler-event-card__img-footer svg { width: 14px; height: 14px; }\n      \/* live chip (shown when status === current) *\/\n      .scaler-event-card__live-badge {\n        position: absolute;\n        left: 0; right: 0; bottom: 0;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 5px;\n        padding: 1px 8px;\n        background: var(--scaler-live-bg);\n        color: var(--scaler-live);\n        font-size: 12px;\n        line-height: 22px;\n        text-transform: uppercase;\n        letter-spacing: 0.18em;\n      }\n      .scaler-event-card__live-badge::before {\n        content: \"\";\n        width: 6px; height: 6px;\n        background: var(--scaler-live);\n        border-radius: 50%;\n      }\n      .scaler-event-card__text { margin-left: 16px; min-width: 0; }\n      .scaler-event-card__title {\n        font-size: 20px;\n        font-weight: 600;\n        color: var(--scaler-text-primary);\n        margin: 0;\n        line-height: 1.4;\n        display: -webkit-box;\n        -webkit-line-clamp: 2;\n        -webkit-box-orient: vertical;\n        overflow: hidden;\n      }\n      .scaler-event-card__speaker {\n        margin-top: 8px;\n        font-size: 14px;\n        line-height: 1.4;\n        color: var(--scaler-text-primary);\n      }\n\n      \/* Takeaways *\/\n      .scaler-event-card__takeaways {\n        margin-top: 12px;\n        min-height: 50px;\n        max-height: 50px;\n        overflow: hidden;\n      }\n      .scaler-event-card__takeaway-item {\n        display: flex;\n        align-items: flex-start;\n        gap: 6px;\n      }\n      .scaler-event-card__dot {\n        width: 4px; height: 4px;\n        min-width: 4px;\n        border-radius: 50%;\n        background: var(--scaler-text-secondary);\n        margin-top: 11px;\n      }\n      .scaler-event-card__takeaway-text {\n        flex: 1;\n        min-width: 0;\n        font-size: 14px;\n        line-height: 24px;\n        color: var(--scaler-text-primary);\n        white-space: nowrap;\n        overflow: hidden;\n        text-overflow: ellipsis;\n      }\n      .scaler-event-card__knowmore,\n      .scaler-event-card__knowmore:link,\n      .scaler-event-card__knowmore:visited {\n        flex-shrink: 0;\n        font-size: 14px;\n        line-height: 24px;\n        color: var(--scaler-primary) !important;\n        text-decoration: none;\n        white-space: nowrap;\n      }\n      .scaler-event-card__knowmore:hover { text-decoration: underline; }\n\n      \/* Date + duration *\/\n      .scaler-event-card__meta {\n        display: flex;\n        align-items: center;\n        justify-content: space-between;\n        margin-top: 20px;\n        font-size: 13px;\n        line-height: 24px;\n        color: var(--scaler-text-primary);\n      }\n      .scaler-event-card__duration {\n        display: flex;\n        align-items: center;\n        gap: 4px;\n      }\n      .scaler-event-card__duration svg { width: 15px; height: 15px; }\n\n      .scaler-event-card__spacer { flex-grow: 1; min-height: 4px; }\n\n      \/* CTA \u2014 outlined \"Register with 1-Click\" *\/\n      .scaler-event-card__cta,\n      .scaler-event-card__cta:link,\n      .scaler-event-card__cta:visited {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        width: 100%;\n        margin-top: 16px;\n        padding: 8px;\n        background: transparent;\n        color: var(--scaler-primary) !important;\n        font-family: inherit;\n        font-size: 14px;\n        font-weight: 600;\n        line-height: 24px;\n        text-decoration: none;\n        border: 1px solid var(--scaler-primary);\n        border-radius: var(--scaler-radius-sm);\n        cursor: pointer;\n        transition: background 0.2s ease, color 0.2s ease;\n      }\n      .scaler-event-card__cta:hover,\n      .scaler-event-card__cta:focus {\n        background: var(--scaler-primary);\n        color: #fff !important;\n      }\n\n      \/* Side navigation arrows *\/\n      .scaler-events-nav__btn {\n        position: absolute !important;\n        top: 50% !important;\n        transform: translateY(-50%) !important;\n        z-index: 2;\n        width: 46px !important;\n        height: 46px !important;\n        min-width: 46px;\n        display: flex !important;\n        align-items: center;\n        justify-content: center;\n        padding: 0 !important;\n        background: var(--scaler-card-bg) !important;\n        border: none !important;\n        border-radius: var(--scaler-radius-sm) !important;\n        box-shadow: var(--scaler-shadow) !important;\n        color: var(--scaler-text-secondary) !important;\n        cursor: pointer;\n        transition: opacity 0.2s ease, visibility 0.2s ease;\n      }\n      .scaler-nav-prev { left: 8px !important; }\n      .scaler-nav-next { right: 8px !important; }\n      .scaler-events-nav__btn svg {\n        width: 20px !important;\n        height: 20px !important;\n        fill: var(--scaler-text-secondary) !important;\n      }\n      .scaler-events-nav__btn.swiper-button-disabled {\n        opacity: 0;\n        visibility: hidden;\n        pointer-events: none;\n      }\n\n      \/* View All Events *\/\n      .scaler-events-viewall,\n      .scaler-events-viewall:link,\n      .scaler-events-viewall:visited {\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        gap: 6px;\n        margin-top: 12px;\n        font-size: 14px;\n        font-weight: 600;\n        color: var(--scaler-brand-blue) !important;\n        text-decoration: none;\n      }\n      .scaler-events-viewall:hover { text-decoration: underline; }\n      .scaler-events-viewall svg { width: 16px; height: 16px; fill: var(--scaler-brand-blue); }\n\n      \/* hide swiper defaults *\/\n      .scaler-events-pagination { display: none; }\n      .scaler-events-carousel .swiper-button-prev,\n      .scaler-events-carousel .swiper-button-next { display: none; }\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__speaker,\n      .scaler-event-card--skeleton .scaler-event-card__takeaways,\n      .scaler-event-card--skeleton .scaler-event-card__meta,\n      .scaler-event-card--skeleton .scaler-event-card__cta {\n        background: linear-gradient(90deg, var(--scaler-border) 25%, var(--scaler-surface) 50%, var(--scaler-border) 75%);\n        background-size: 200% 100%;\n        animation: shimmer 1.5s infinite;\n        color: transparent !important;\n        border-color: transparent !important;\n        border-radius: 4px;\n      }\n      .scaler-event-card--skeleton .scaler-event-card__title { min-height: 44px; }\n      .scaler-event-card--skeleton .scaler-event-card__speaker { min-height: 16px; }\n      .scaler-event-card--skeleton .scaler-event-card__meta { min-height: 24px; }\n      .scaler-event-card--skeleton .scaler-event-card__cta { min-height: 40px; }\n      .scaler-event-card--skeleton .scaler-event-card__image,\n      .scaler-event-card--skeleton .scaler-event-card__img-footer,\n      .scaler-event-card--skeleton .scaler-event-card__live-badge { 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: 40px 20px;\n        color: var(--scaler-text-secondary);\n        font-size: 15px;\n      }\n\n      @media (max-width: 768px) {\n        .scaler-events-carousel { padding: 16px; }\n        .scaler-event-swiper .swiper-slide { width: calc(100vw - 52px); }\n        .scaler-events-nav__btn { display: none; }\n      }\n    <\/style>\n\n\n\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__header\">\n              <div class=\"scaler-event-card__image-wrapper\">\n                <img decoding=\"async\" src=\"\" alt=\"\" class=\"scaler-event-card__image\" loading=\"lazy\">\n                <div class=\"scaler-event-card__img-footer\">\n                  <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M11.199 7.957c-3.086 0-5.588 2.502-5.588 5.588s2.502 5.588 5.588 5.588c3.086 0 5.588-2.502 5.588-5.588s-2.502-5.588-5.588-5.588zM3.611 13.545c0-4.191 3.397-7.588 7.588-7.588s7.588 3.397 7.588 7.588c0 4.191-3.397 7.588-7.588 7.588s-7.588-3.397-7.588-7.588z\"\/><path d=\"M21.090 6.369h0.003c1.989 0 3.897 0.79 5.303 2.197s2.197 3.314 2.197 5.303-0.79 3.897-2.197 5.303c-1.406 1.407-3.314 2.197-5.303 2.197-0.552 0-1-0.448-1-1s0.448-1 1-1c1.459 0 2.858-0.579 3.889-1.611s1.611-2.43 1.611-3.889c0-1.459-0.58-2.858-1.611-3.889s-2.429-1.611-3.888-1.611c-0.507 0.002-1.013 0.070-1.502 0.203-0.533 0.145-1.082-0.17-1.227-0.703s0.17-1.082 0.703-1.227c0.659-0.179 1.339-0.27 2.021-0.272z\"\/><path d=\"M10.906 21.364c-1.605 0-3.186 0.386-4.61 1.126s-2.649 1.811-3.572 3.124c-0.318 0.452-0.941 0.561-1.393 0.243s-0.561-0.941-0.243-1.393c1.107-1.576 2.577-2.862 4.286-3.749s3.606-1.351 5.532-1.351 3.823 0.463 5.532 1.351c1.709 0.888 3.179 2.174 4.286 3.749 0.318 0.452 0.209 1.076-0.243 1.393s-1.076 0.209-1.393-0.243c-0.923-1.313-2.148-2.385-3.572-3.124s-3.005-1.126-4.61-1.126z\"\/><\/svg>\n                  <span class=\"js-event-count\"><\/span>\n                <\/div>\n                <div class=\"scaler-event-card__live-badge\" style=\"display: none;\">Live<\/div>\n              <\/div>\n              <div class=\"scaler-event-card__text\">\n                <h3 class=\"scaler-event-card__title\"><\/h3>\n                <div class=\"scaler-event-card__speaker js-event-speaker\"><\/div>\n              <\/div>\n            <\/div>\n\n            <div class=\"scaler-event-card__takeaways js-event-takeaways\"><\/div>\n\n            <div class=\"scaler-event-card__spacer\"><\/div>\n\n            <div class=\"scaler-event-card__meta\">\n              <span class=\"js-event-date\"><\/span>\n              <span class=\"scaler-event-card__duration\">\n                <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16 6.333c6.443 0 11.667 5.223 11.667 11.667s-5.223 11.667-11.667 11.667c-6.443 0-11.667-5.223-11.667-11.667v0c0.008-6.44 5.226-11.659 11.666-11.667h0.001zM16 28.333c5.707 0 10.333-4.626 10.333-10.333s-4.626-10.333-10.333-10.333c-5.707 0-10.333 4.626-10.333 10.333v0c0.007 5.704 4.629 10.326 10.333 10.333h0.001z\"\/><path d=\"M16 18.667c-0 0-0.001 0-0.001 0-0.184 0-0.35-0.074-0.471-0.195v0c-0.121-0.121-0.195-0.287-0.195-0.471s0.075-0.351 0.195-0.471l4.951-4.952c0.121-0.121 0.287-0.195 0.471-0.195s0.351 0.075 0.471 0.195v0c0.121 0.121 0.195 0.287 0.195 0.471s-0.075 0.351-0.195 0.471l-4.949 4.951c-0.121 0.121-0.288 0.196-0.472 0.196v0z\"\/><path d=\"M19 3.667h-6c-0.368 0-0.667-0.298-0.667-0.667v0c0-0.368 0.298-0.667 0.667-0.667v0h6c0.368 0 0.667 0.298 0.667 0.667v0c0 0.368-0.298 0.667-0.667 0.667v0z\"\/><\/svg>\n                <span class=\"js-event-duration\"><\/span>\n              <\/span>\n            <\/div>\n\n            <a href=\"#\" class=\"scaler-event-card__cta js-event-cta\">Register with 1-Click<\/a>\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__icon\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 33 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M6.406 6.8c-0.11 0-0.2 0.090-0.2 0.2v20c0 0.11 0.090 0.2 0.2 0.2h20c0.11 0 0.2-0.090 0.2-0.2v-20c0-0.11-0.090-0.2-0.2-0.2h-20zM4.606 7c0-0.994 0.806-1.8 1.8-1.8h20c0.994 0 1.8 0.806 1.8 1.8v20c0 0.994-0.806 1.8-1.8 1.8h-20c-0.994 0-1.8-0.806-1.8-1.8v-20z\"\/><path d=\"M22.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M10.406 3.2c0.442 0 0.8 0.358 0.8 0.8v4c0 0.442-0.358 0.8-0.8 0.8s-0.8-0.358-0.8-0.8v-4c0-0.442 0.358-0.8 0.8-0.8z\"\/><path d=\"M4.606 12c0-0.442 0.358-0.8 0.8-0.8h22c0.442 0 0.8 0.358 0.8 0.8s-0.358 0.8-0.8 0.8h-22c-0.442 0-0.8-0.358-0.8-0.8z\"\/><path d=\"M21.488 16.451c0.303 0.322 0.288 0.828-0.034 1.131l-5.838 5.5c-0.309 0.291-0.791 0.29-1.099-0.002l-3.162-3c-0.321-0.304-0.334-0.81-0.030-1.131s0.81-0.334 1.131-0.030l2.614 2.48 5.287-4.981c0.322-0.303 0.828-0.288 1.131 0.034z\"\/><\/svg>\n          <\/span>\n          <h2 class=\"scaler-events-header__title\"><span class=\"ez-toc-section\" id=\"live-masterclasses-3\"><\/span>Live Masterclasses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n        <\/header>\n\n        <div class=\"scaler-events-swiper-wrap\">\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          <button class=\"scaler-events-nav__btn scaler-nav-prev\" aria-label=\"Previous slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(-90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n          <button class=\"scaler-events-nav__btn scaler-nav-next\" aria-label=\"Next slide\">\n            <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n          <\/button>\n        <\/div>\n\n        <a class=\"scaler-events-viewall\" href=\"https:\/\/www.scaler.com\/events\/\">\n          <span>View All Events<\/span>\n          <svg fill=\"currentColor\" viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"transform: rotate(90deg);\"><path d=\"M5.313 16l10.688-10.688 10.688 10.688-1.938 1.875-7.438-7.438v16.25h-2.625v-16.25l-7.5 7.438z\"\/><\/svg>\n        <\/a>\n      <\/div>\n    <\/div>\n\n    <script>\n    document.addEventListener(\"DOMContentLoaded\", () => {\n\n      const monthNames = [\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"];\n\n      function formatTime(st) {\n        const t = new Date(st);\n        const date = t.getDate();\n        const month = monthNames[t.getMonth()];\n        const year = t.getFullYear();\n        const h = t.getHours();\n        const m = String(t.getMinutes()).padStart(2, \"0\");\n        let time;\n        if (h === 0) time = `12:${m} AM`;\n        else if (h === 12) time = `12:${m} PM`;\n        else if (h > 12) time = `${h - 12}:${m} PM`;\n        else time = `${h}:${m} AM`;\n        return `${date} ${month} ${year} | ${time}`;\n      }\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          const swiper = new Swiper(swiperElement, {\n            slidesPerView: \"auto\",\n            spaceBetween: 16,\n            grabCursor: true,\n            observer: true,\n            observeParents: true,\n            pagination: {\n                el: paginationEl,\n                clickable: true,\n                dynamicBullets: true\n            },\n            navigation: {\n                nextEl: nextBtn,\n                prevEl: prevBtn\n            },\n          });\n\n          function showSkeletons(count = 4) {\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 cd = attr.custom_data || {};\n              const clone = template.content.cloneNode(true);\n              const joinUrl = `\/event\/${attr.slug}\/?utm_source=blog&utm_medium=master_class&utm_content=${currentSlug}`;\n\n              \/\/ Instructor headshot\n              const instructor = (cd.instructors && cd.instructors[0]) || {};\n              const img = clone.querySelector(\".scaler-event-card__image\");\n              img.src = instructor.media_url || attr.image_url ||\n                \"https:\/\/images.unsplash.com\/photo-1531891437562-4301cf35b7e4?w=200&h=200&fit=crop\";\n              img.alt = instructor.name || attr.instructor_name || attr.title;\n\n              \/\/ Title + speaker\n              clone.querySelector(\".scaler-event-card__title\").textContent = attr.title;\n              clone.querySelector(\".js-event-speaker\").textContent = instructor.name || attr.instructor_name || \"\";\n\n              \/\/ Live chip vs attendee count\n              const isLive = attr.status === \"current\";\n              const footer = clone.querySelector(\".scaler-event-card__img-footer\");\n              const liveBadge = clone.querySelector(\".scaler-event-card__live-badge\");\n              if (isLive) {\n                footer.style.display = \"none\";\n                liveBadge.style.display = \"flex\";\n                liveBadge.textContent = \"Live\";\n              } else if (attr.registration_count) {\n                clone.querySelector(\".js-event-count\").textContent = attr.registration_count;\n              } else {\n                footer.style.display = \"none\";\n              }\n\n              \/\/ Takeaways (up to 2, Know More on the last)\n              const takeaways = (cd.takeaways || []).slice(0, 2);\n              const listEl = clone.querySelector(\".js-event-takeaways\");\n              listEl.innerHTML = \"\";\n              takeaways.forEach((t, idx) => {\n                const item = document.createElement(\"div\");\n                item.className = \"scaler-event-card__takeaway-item\";\n                const dot = document.createElement(\"span\");\n                dot.className = \"scaler-event-card__dot\";\n                const txt = document.createElement(\"span\");\n                txt.className = \"scaler-event-card__takeaway-text\";\n                txt.textContent = t;\n                item.appendChild(dot);\n                item.appendChild(txt);\n                if (idx === takeaways.length - 1) {\n                  const km = document.createElement(\"a\");\n                  km.className = \"scaler-event-card__knowmore\";\n                  km.textContent = \"Know More\";\n                  km.href = joinUrl;\n                  item.appendChild(km);\n                }\n                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\"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\n\n\n<h3 class=\"wp-block-heading\">5. Business Intelligence (BI) Analyst<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Business Intelligence (BI) analysts focus on using data to understand and improve business performance. They translate data into meaningful insights that drive strategic decisions. Core tasks include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Designing Dashboards and Reports:<\/strong> Creating visualizations and reports that track key business metrics (KPIs) and performance trends.<\/li>\n\n\n\n<li><strong>Identifying Areas for Improvement:<\/strong> Analyzing data to pinpoint inefficiencies, opportunities, and potential risks.<\/li>\n\n\n\n<li><strong>Root cause analysis:<\/strong> Digging deeper into the data to understand the causes behind trends or changes in performance.<\/li>\n\n\n\n<li><strong>Translating Data into Business Language:<\/strong> Communicating findings to stakeholders in a way that influences decision-making.<\/li>\n\n\n\n<li><strong>Business Process Understanding:<\/strong> Gaining knowledge about the company&#8217;s operations to tie data insights to business objectives effectively.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Salary:<\/strong> The average annual salary for a Business Intelligence (BI) Analyst is \u20b98,80,000 in India (source: <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/business-intelligence-analyst-salary-SRCH_KO0,29.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Glassdoor<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Required Skills:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below are the basic skills that a BI analyst should have:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>BI Tools (Tableau, Power BI)<\/li>\n\n\n\n<li>SQL for Data Manipulation<\/li>\n\n\n\n<li>Business Acumen and Analytical Thinking<\/li>\n\n\n\n<li>Data Presentation Skills (visualizations, storytelling)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. Statistician<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Statisticians use statistical theory and mathematics to plan experiments, evaluate data, and come to trustworthy conclusions. Their work is essential in areas where accuracy and precision are critical. Primary focuses include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Experimental Design:<\/strong> Devising methods for collecting accurate data and minimizing bias in research studies.<\/li>\n\n\n\n<li><strong>Statistical Modeling:<\/strong> Building statistical models to understand relationships within data, making predictions, and testing hypotheses.<\/li>\n\n\n\n<li><strong>Data Sampling:<\/strong> Selecting samples that represent the larger population for cost-effective analysis.<\/li>\n\n\n\n<li><strong>Ensuring Data Validity:<\/strong> Assessing data quality, reliability, and identifying potential errors or biases.<\/li>\n\n\n\n<li><strong>Communicating Statistical Insights:<\/strong> Explaining complex statistical concepts and their implications to stakeholders.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Salary:<\/strong> The average annual salary for a statistician is \u20b94,29,632 in India (source: <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/statistician-salary-SRCH_KO0,12.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Glassdoor<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Required Skills:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Below are the basic skills that a statistician should have:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong Foundations in Statistics and Probability<\/li>\n\n\n\n<li>Statistical Modeling Techniques<\/li>\n\n\n\n<li>Sampling and Hypothesis Testing<\/li>\n\n\n\n<li>Programming in R or Python for Statistical Analysis<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. Machine Learning (ML) Engineer<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Machine Learning (ML) engineers brings a machine learning model from the lab to the real world. They bridge the gap between data scientists and software engineers. Focus areas include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Deploying ML Models:<\/strong> Packaging and deploying models into production environments (websites, apps, backend systems).<\/li>\n\n\n\n<li><strong>Infrastructure Management:<\/strong> Setting up and maintaining the infrastructure to support machine learning models in production.<\/li>\n\n\n\n<li><strong>Model Monitoring and Retraining:<\/strong> Monitoring performance, detecting concept drift, and retraining models to ensure continued accuracy.<\/li>\n\n\n\n<li><strong>ML Pipelines:<\/strong> Building streamlined processes for data pre-processing, model training, and deployment<\/li>\n\n\n\n<li><strong>MLOps Integration:<\/strong> Collaborate with IT teams to ensure models smoothly integrate into existing systems.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Salary:<\/strong> The average annual salary for a machine learning (ML) Engineer is \u20b911,50,000 in India (source: <a href=\"https:\/\/www.glassdoor.co.in\/Salaries\/machine-learning-engineer-salary-SRCH_KO0,25.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Glassdoor<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Required Skills:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below are the basic skills that a ML Engineer should have:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python, Java<\/li>\n\n\n\n<li>ML Frameworks (TensorFlow, PyTorch)<\/li>\n\n\n\n<li>Cloud Platforms (AWS, Azure, and GCP)<\/li>\n\n\n\n<li>MLOps Experience (model deployment, scaling)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-science-job-outlook-and-skills\"><\/span>Data Science Job Outlook and Skills<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"655\" src=\"https:\/\/scaler-blog-prod-wp-content.s3.ap-south-1.amazonaws.com\/wp-content\/uploads\/2024\/05\/13152958\/data-science-job-outlook-and-skills-1024x655.webp\" alt=\"data science job outlook and skills\" class=\"wp-image-7467\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Across industries, there is an ongoing surge in demand for qualified data science professionals. As organizations embrace data-driven decision-making, the need for individuals who can turn raw data into actionable insights grows exponentially. For individuals who possess the necessary skills, this trend creates a highly competitive job market.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Essential Skills for Success:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These are some essential skills that a data science individual should have:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Technical Core: <\/strong>Programming Proficiency (Python &amp; R), data manipulation and analysis (SQL, Pandas), machine learning and statistical modeling, and data visualization and communication (Matplotlib, Tableau).<\/li>\n\n\n\n<li><strong>Critical Thinking and Problem Solving:<\/strong> The ability to ask the right questions and methodically break down complex datasets.<\/li>\n\n\n\n<li><strong>Business Acumen (Highly Valued):<\/strong> Understanding how data insights connect to business goals and strategy.<\/li>\n\n\n\n<li><strong>Adaptability:<\/strong> The field evolves rapidly, so an eagerness to continuously learn new tools and techniques is essential.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Emerging Trends to Watch:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Rise of Deep Learning:<\/strong> Deep learning, a branch of machine learning using complex artificial neural networks, is revolutionizing areas like computer vision, natural language processing, and self-driving cars.<\/li>\n\n\n\n<li><strong>AutoML (Automated Machine Learning):<\/strong> The development of AutoML tools aims to simplify and automate parts of the machine learning process, potentially making it accessible to a wider audience.<\/li>\n\n\n\n<li><strong>Focus on Data Ethics:<\/strong> As ethical concerns around AI and data usage increase, data scientists with a strong understanding of responsible data practices will be in demand.<\/li>\n\n\n\n<li><strong>Explainable AI (XAI):<\/strong> This area of research is gaining significant attention. It involves developing models that are not just accurate but also interpretable which is crucial for building trust in AI systems.&nbsp;<\/li>\n\n\n\n<li><strong>Edge Computing and IoT:<\/strong> With the proliferation of connected devices, there&#8217;s growing emphasis on analyzing data at the edge (i.e., closer to where it&#8217;s generated) for real-time insights and decision-making.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-foxiz-elements-note gb-wrap note-wrap none-padding yes-shadow\" style=\"--heading-border-color:#88888822;--border-width:0 0 0 0;--desktop-header-padding:15px 30px 15px 30px;--tablet-header-padding:15px 25px 15px 25px;--mobile-header-padding:15px 20px 15px 20px;--desktop-padding:15px 30px 30px 30px;--tablet-padding:15px 25px 25px 25px;--mobile-padding:15px 20px 20px 20px\"><div class=\"note-header gb-header\"><span class=\"note-heading\"><span class=\"gb-heading heading-icon\"><i class=\"rbi rbi-idea\"><\/i><\/span><h4 class=\"gb-heading none-toc\"><strong>Tip<\/strong><\/h4><\/span><\/div><div class=\"note-content gb-content\">\n<p class=\"wp-block-paragraph\">Stay ahead of the curve by following industry blogs, attending conferences, and upskilling through online courses and projects that focus on trending areas.<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">The job outlook for data science professionals is incredibly bright. By equipping yourself with both foundational and in-demand skills, you&#8217;ll unlock a wealth of exciting career opportunities.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"the-path-to-a-data-science-career\"><\/span>The Path to a Data Science Career<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Education: What Should I Learn?<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Degree Programs:<\/strong> Bachelor&#8217;s or Master&#8217;s degrees in computer science, statistics, mathematics, or a related field provide a strong theoretical foundation. Nowadays specialized Master&#8217;s programs in Data Science or Machine Learning are becoming increasingly popular.<\/li>\n\n\n\n<li><strong>Certifications:<\/strong> While not always essential, certifications can demonstrate focused expertise. Consider cloud certifications (AWS, Azure, or GCP) for data science roles leveraging cloud platforms or vendor-specific machine learning certifications (e.g., TensorFlow Developer Certificate).<\/li>\n\n\n\n<li><strong>Online Courses and Bootcamps:<\/strong> Platforms like Coursera, Udemy, DataCamp, and edX offer a vast array of beginner-friendly and advanced data science courses. Bootcamps provide structured, intensive learning experiences focused on practical skills, but they can be a significant investment.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Experience: How Do I Get a Data Science Job?<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Internships:<\/strong> Gain hands-on experience and build your resume by seeking data science or data analyst internships in companies that interest you.<\/li>\n\n\n\n<li><strong>Personal Projects:<\/strong> The single best way to showcase skills is to build a portfolio of projects. Tackle problems that interest you, analyze publicly available datasets (Kaggle, government data portals), and contribute to open-source projects.<\/li>\n\n\n\n<li><strong>Networking and Communities:<\/strong> Attend data science meetups and conferences in your area or participate in online forums. Connect with data science professionals and learn from their experiences. Leverage platforms like LinkedIn to connect with recruiters, potential mentors, and data scientists at companies that interest you.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-foxiz-elements-note gb-wrap note-wrap none-padding yes-shadow\" style=\"--heading-border-color:#88888822;--border-width:0 0 0 0;--desktop-header-padding:15px 30px 15px 30px;--tablet-header-padding:15px 25px 15px 25px;--mobile-header-padding:15px 20px 15px 20px;--desktop-padding:15px 30px 30px 30px;--tablet-padding:15px 25px 25px 25px;--mobile-padding:15px 20px 20px 20px\"><div class=\"note-header gb-header\"><span class=\"note-heading\"><span class=\"gb-heading heading-icon\"><i class=\"rbi rbi-idea\"><\/i><\/span><h4 class=\"gb-heading none-toc\">Important Notes<\/h4><\/span><\/div><div class=\"note-content gb-content\">\n<p class=\"wp-block-paragraph\">Customization is key, there&#8217;s no single &#8220;right&#8221; path for everyone. Tailor your learning and experience based on your own background and the specific roles you want to pursue. Don&#8217;t underestimate the power of showcasing your skills through a well-documented portfolio. It&#8217;s also important to highlight your communication, storytelling, and problem-solving abilities, these soft skills are highly valued by employers.<\/p>\n<\/div><\/div>\n\n\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@400;500;600;700&amp;display=swap\" rel=\"stylesheet\">\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: 24px auto;\n  padding: 0;\n  box-sizing: border-box;\n}\n.scaler-carousel *,\n.scaler-carousel *::before,\n.scaler-carousel *::after {\n  box-sizing: border-box;\n}\n\n\/* Header *\/\n.scaler-header {\n  text-align: center;\n  margin-bottom: 20px;\n}\n.scaler-header-title {\n  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button:hover,\n.scaler-card-btns button:focus {\n  opacity: 0.88;\n  color: #ffffff;\n}\n.scaler-card-btns button svg {\n  flex-shrink: 0;\n}\n\n@media (max-width: 1000px) {\n  .scaler-carousel { max-width: 96vw; }\n}\n<\/style>\n\n\n<div class=\"scaler-carousel\">\n  <div class=\"scaler-header\">\n    <h2 class=\"scaler-header-title\"><span class=\"ez-toc-section\" id=\"transform-your-career\"><\/span>Transform Your Career<span class=\"ez-toc-section-end\"><\/span><\/h2>\n    <p class=\"scaler-header-subtitle\">Choose from our industry-leading programs designed for career success<\/p>\n  <\/div>\n\n  <div class=\"swiper scaler-swiper\">\n    <div class=\"swiper-wrapper\">\n\n      <!-- CARD 1 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><polyline points=\"16 18 22 12 16 6\"\/><polyline points=\"8 6 2 12 8 18\"\/><\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">Modern Software and AI Engineering Program<\/h3>\n              <p class=\"scaler-desc\">Master full-stack development with AI integration<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/academy\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 2 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><ellipse cx=\"12\" cy=\"5\" rx=\"9\" ry=\"3\"\/><path d=\"M3 5v14c0 1.66 4.03 3 9 3s9-1.34 9-3V5\"\/><path d=\"M3 12c0 1.66 4.03 3 9 3s9-1.34 9-3\"\/><\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">Modern Data Science and ML with specialisation in AI<\/h3>\n              <p class=\"scaler-desc\">Advanced data science techniques with AI specialization<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/data-science-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 3 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M12 2L13.5 8.5L20 10L13.5 11.5L12 18L10.5 11.5L4 10L10.5 8.5L12 2Z\"\/><\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">Advanced AIML with Specialisation in Agentic AI<\/h3>\n              <p class=\"scaler-desc\">Deep dive into AIML with focus on Agentic systems<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/ai-machine-learning-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 4 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n                <path d=\"M17.5 19H9a7 7 0 1 1 6.71-9h1.79a4.5 4.5 0 1 1 0 9Z\" \/>\n                <path d=\"M9.2 15.2a3 3 0 1 0 4.24-4.24\" \/>\n              <\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">DevOps, Cloud &#038; AI Platform Engineering<\/h3>\n              <p class=\"scaler-desc\">Build and manage AI-powered cloud infrastructure<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">12 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/2\/2f\/Google_2015_logo.svg\" alt=\"Google\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/a\/a9\/Amazon_logo.svg\" alt=\"Amazon\" loading=\"lazy\">\n            <img decoding=\"async\" class=\"scaler-company-logo\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/4\/42\/Paytm_logo.png\" alt=\"Paytm\" loading=\"lazy\">\n            <span class=\"scaler-logo-more\">+1000 more<\/span>\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/devops-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- CARD 5 -->\n      <div class=\"swiper-slide\">\n        <div class=\"scaler-card\">\n          <div class=\"scaler-badge\">NSDC Certified<\/div>\n          <div class=\"scaler-card-top\">\n            <div class=\"scaler-icon-wrap\">\n              <svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n                <line x1=\"3\" y1=\"22\" x2=\"21\" y2=\"22\" \/>\n                <line x1=\"6\" y1=\"18\" x2=\"6\" y2=\"11\" \/>\n                <line x1=\"10\" y1=\"18\" x2=\"10\" y2=\"11\" \/>\n                <line x1=\"14\" y1=\"18\" x2=\"14\" y2=\"11\" \/>\n                <line x1=\"18\" y1=\"18\" x2=\"18\" y2=\"11\" \/>\n                <polygon points=\"12 2 20 7 4 7\" \/>\n              <\/svg>\n            <\/div>\n            <div class=\"scaler-card-top-content\">\n              <h3 class=\"scaler-title\">AI Engineering Advanced Certification by IIT-Roorkee<\/h3>\n              <p class=\"scaler-desc\">Premier AI engineering certification from IIT-Roorkee<\/p>\n            <\/div>\n          <\/div>\n          <div class=\"scaler-stats\">\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">3 Months<\/span><span class=\"scaler-stat-label\">Duration<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">AI-Led<\/span><span class=\"scaler-stat-label\">Curriculum<\/span><\/div>\n            <div class=\"scaler-stat\"><span class=\"scaler-stat-value\">Career Support<\/span><span class=\"scaler-stat-label\">Support<\/span><\/div>\n          <\/div>\n          <div class=\"scaler-logos\">\n            <img decoding=\"async\" class=\"scaler-logo-strip\" src=\"https:\/\/scaler-blog-prod-wp-content.s3.ap-south-1.amazonaws.com\/wp-content\/uploads\/2026\/07\/08135139\/iitr-icons-strip.png\" alt=\"Program highlights\" loading=\"lazy\">\n          <\/div>\n          <div class=\"scaler-card-btns\">\n            <button onclick=\"window.open('https:\/\/www.scaler.com\/iit-roorkee-advanced-ai-engineering-course\/', '_blank')\">\n              Go to Program\n              <svg width=\"14\" height=\"14\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\"><path d=\"M3 8H13M13 8L9 4M13 8L9 12\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n            <\/button>\n          <\/div>\n        <\/div>\n      <\/div>\n\n      <!-- Continue for remaining cards (6\u20138) using same pattern -->\n\n    <\/div>\n    <div class=\"swiper-button-next\"><\/div>\n    <div class=\"swiper-button-prev\"><\/div>\n    <div class=\"swiper-pagination\"><\/div>\n  <\/div>\n<\/div>\n\n<!-- Swiper.js -->\n<script src=\"https:\/\/cdn.jsdelivr.net\/npm\/swiper@11\/swiper-bundle.min.js\"><\/script>\n<script>\ndocument.addEventListener(\"DOMContentLoaded\", function () {\n  const pathParts = window.location.pathname.split(\"\/\").filter(Boolean);\n  const slug = pathParts[pathParts.length - 1] || \"\";\n  const readableSlug = encodeURIComponent(slug);\n  const buttons = document.querySelectorAll(\".scaler-card-btns button\");\n\n  buttons.forEach((btn) => {\n    const baseURL = btn.getAttribute(\"onclick\").match(\/'(.*?)'\/)[1];\n    if (!baseURL.includes(\"utm_source=\")) {\n      const separator = baseURL.includes(\"?\") ? \"&\" : \"?\";\n      const updatedURL = `${baseURL}${separator}utm_source=blog&utm_medium=program_carousel&utm_content=${readableSlug}`;\n      btn.setAttribute(\"onclick\", `window.open('${updatedURL}', '_blank')`);\n    }\n  });\n\n  new Swiper(\".scaler-swiper\", {\n    slidesPerView: 1,\n    spaceBetween: 28,\n    grabCursor: true,\n    navigation: { nextEl: \".swiper-button-next\", prevEl: \".swiper-button-prev\" },\n    pagination: { el: \".swiper-pagination\", dynamicBullets: true, clickable: true },\n    breakpoints: { 1000: { slidesPerView: 2 } },\n    keyboard: { enabled: true },\n  });\n});\n<\/script>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"explore-data-science-with-scaler\"><\/span>Explore Data Science with Scaler<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If you&#8217;re passionate about diving into the world of data science and unlocking the power of data to solve real-world problems, Scaler offers an exceptional platform to launch your journey. Here&#8217;s why Scaler stands out:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Structured, Industry-Relevant Curriculum:<\/strong> <a href=\"https:\/\/www.scaler.com\/courses\/data-science-machine-learning-course\/?utm_source=organic_blog&amp;utm_medium=in_content_footer&amp;utm_content=data-science-career-opportunities\" target=\"_blank\" rel=\"noreferrer noopener\">Scaler&#8217;s comprehensive Data Science &amp; Machine Learning program<\/a> is meticulously designed to equip you with the in-demand skills that employers actively seek. From core programming concepts and statistical foundations to advanced machine learning and deep learning techniques, the curriculum covers all the essentials for a successful career.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.scaler.com\/courses\/data-science-machine-learning-course\/?utm_source=organic_blog&amp;utm_medium=in_content_footer&amp;utm_content=data-science-career-opportunities\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/scaler-blog-prod-wp-content.s3.ap-south-1.amazonaws.com\/wp-content\/uploads\/2024\/05\/17130002\/explore-data-science-with-scaler-1024x578.png\" alt=\"\" class=\"wp-image-7792\"\/><\/a><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Experienced Mentors and Instructors:<\/strong> Learn directly from industry professionals and seasoned instructors who guide you through real-world challenges and industry best practices. Their experience translates into a learning environment that prepares you for the demands of the job market.<\/li>\n\n\n\n<li><strong>Hands-on Projects and Practical Experience:<\/strong> The best way to master data science is by doing projects. Scaler emphasizes project-based learning, where you tackle problems, build machine learning models, and create a portfolio that demonstrates your prowess.<\/li>\n\n\n\n<li><strong>Community and Support:<\/strong> Become part of a vibrant community of learners and mentors. Engage with peers, collaborate on projects, and receive ongoing support throughout your learning journey.<\/li>\n\n\n\n<li><strong>Career Guidance and Placement Assistance:<\/strong> Scaler&#8217;s dedicated career support network helps you craft a compelling resume, excel in interviews, and connect with potential employers.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Data science provides numerous exciting career opportunities for those who are curious about data and passionate about driving innovation. As businesses and industries increasingly rely on data-driven insights, the demand for skilled data professionals will only grow. Whether you&#8217;re drawn to analysis, model building, or strategic decision-making, there&#8217;s a place for you. Embrace continuous learning, start building projects, and unlock your potential in the dynamic world of data science!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"faqs\"><\/span>FAQs<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 is the job opportunity for data science?<\/strong><br><\/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 class=\"wp-block-paragraph\">The job market for data science professionals is booming across industries. With the increasing reliance on data-driven decision-making, the demand for skilled data scientists is expected to remain strong for the foreseeable future.<\/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>Is data science a good career option?<\/strong><br><\/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 class=\"wp-block-paragraph\">Data science offers a fulfilling and high-potential career path. It&#8217;s intellectually stimulating, in high demand, and offers competitive salaries. If you enjoy problem-solving, working with data, and have a desire to learn, data science could be an excellent career choice.<\/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>Is data science the highest paying job?<\/strong><br><\/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 class=\"wp-block-paragraph\">Data science consistently ranks among the top-paying fields. However, salaries can vary based on experience, location, industry, and specific skills.<\/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>Can a fresher get a job in data science?<\/strong><br><\/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 class=\"wp-block-paragraph\">Yes, freshers can also secure data science jobs, although it may require extra effort. Focus on building a strong portfolio of projects, showcasing relevant skills, and networking with professionals in the field. Entry-level data analyst positions can provide a great stepping stone.<\/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 do I start my career in data science?<\/strong><br><\/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 class=\"wp-block-paragraph\">Begin by learning core skills like Python, SQL, statistics, and machine learning. Build projects, participate in online communities, and potentially consider an online course or bootcamp to accelerate your learning.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Data science is becoming an essential tool for innovation, efficiency, and strategic decision-making in a world where data is abundant. Data scientists are detectives and problem solvers with the ability to convert raw data into insights that drive progress. The field of data science is not only growing but also diversifying in 2025. The data [&hellip;]<\/p>\n","protected":false},"author":242,"featured_media":7460,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[36],"tags":[],"class_list":["post-7457","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-science-business-analytics"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/7457","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\/242"}],"replies":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/comments?post=7457"}],"version-history":[{"count":11,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/7457\/revisions"}],"predecessor-version":[{"id":11473,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/7457\/revisions\/11473"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media\/7460"}],"wp:attachment":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media?parent=7457"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/categories?post=7457"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/tags?post=7457"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}