{"id":127478,"date":"2021-12-06T16:09:43","date_gmt":"2021-12-06T21:09:43","guid":{"rendered":"https:\/\/brainstation.io\/?post_type=career-guide&#038;p=127478"},"modified":"2026-06-11T11:18:42","modified_gmt":"2026-06-11T15:18:42","slug":"how-to-become-a-data-analyst","status":"publish","type":"career-guide","link":"https:\/\/brainstation.io\/career-guides\/how-to-become-a-data-analyst","title":{"rendered":"How to Become a Data Analyst"},"content":{"rendered":"\n<header class=\"wp-block-bstn-blocks-hero-with-ri bstn-blocks-hero-with-ri\"><div class=\"bstn-blocks-hero-with-ri__full-width-wrapper bstn-blocks-hero-with-ri__full-width-wrapper--main bstn-blocks-hero-with-ri__full-width-wrapper--bg-flair\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 1140 621\" class=\"bstn-blocks-hero-with-ri__bg-flair--rich\"><g opacity=\"0.55\"><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M60.026 736.434V203.02\"><\/path><path stroke=\"currentColor\" 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1.008-2.25 2.25zm-81.707 0a2.25 2.25 0 1 0 4.5.004 2.25 2.25 0 0 0-4.5-.005zm81.707 98.299a2.25 2.25 0 0 0 2.25 2.251 2.252 2.252 0 0 0 0-4.503 2.253 2.253 0 0 0-2.25 2.252m-81.707 0a2.25 2.25 0 1 0 4.498 0 2.25 2.25 0 0 0-2.249-2.252 2.25 2.25 0 0 0-2.249 2.252m161.917-.001a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m0 98.299a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m-80.21 0c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m81.707 98.299c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m161.917 0a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0\" clip-rule=\"evenodd\"><\/path><\/g><\/svg><div class=\"bstn-blocks-hero-with-ri__container\"><div class=\"bstn-blocks-hero-with-ri__copy-container\"><p class=\"bstn-blocks-hero-with-ri__subtitle\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 14 17\" class=\"bstn-blocks-hero-with-ri__subtitle-icon\"><path stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M12.554 16H2.444c-.383 0-.75-.158-1.021-.44A1.53 1.53 0 0 1 1 14.5M6.777 2H2.926c-.511 0-1 .21-1.362.586A2.04 2.04 0 0 0 1 4v10.5c0-.398.152-.78.423-1.06.27-.282.638-.44 1.021-.44h9.629c.127 0 .25-.053.34-.146a.5.5 0 0 0 .141-.354v-10c0-.133-.05-.26-.14-.354A.48.48 0 0 0 12.072 2h-1.445m.964 14v-3\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M10.628 9 8.703 7 6.777 9V2c0-.265.101-.52.282-.707A.94.94 0 0 1 7.739 1h1.926c.256 0 .5.105.681.293.18.187.282.442.282.707z\"><\/path><\/svg>2026 Guide<button class=\"share-tooltip\" data-share-tooltip-trigger=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 18 15\" class=\"share-tooltip__icon\"><path fill=\"currentColor\" d=\"M13.695 1.487 12.42 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xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 16 16\" class=\"share-tooltip__share-option-icon\"><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M14 0H2C.9 0 0 .9 0 2v12c0 1.1.9 2 2 2h12c1.1 0 2-.9 2-2V2c0-1.1-.9-2-2-2M4.4 13.6H2.1V6.4h2.4v7.2zM3.3 5.4C2.5 5.4 2 4.8 2 4.2 2 3.5 2.5 3 3.4 3c.8 0 1.3.5 1.3 1.2-.1.6-.6 1.2-1.4 1.2m9.8 8.2h-2.4V9.7c0-1-.3-1.6-1.2-1.6-.7 0-1.1.4-1.3.9v4.5H5.8V6.3h2.4v1c.3-.5.9-1.2 2.2-1.2 1.6 0 2.8 1 2.8 3.2v4.3z\" clip-rule=\"evenodd\"><\/path><\/svg><\/a><span class=\"share-tooltip__link\" aria-label=\"Copy article link\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 19 18\" class=\"share-tooltip__share-option-icon\" data-share-tooltip-copy-link=\"true\"><path fill=\"currentColor\" d=\"m2.265 12.784 1.265-1.266-.633-.633a.896.896 0 0 1 0-1.266l7.595-7.593a.893.893 0 0 1 1.266 0l.633.632 1.264-1.264-.631-.633c-1.015-1.015-2.785-1.015-3.798 0L1.633 8.354a2.69 2.69 0 0 0 0 3.797zm15.821-6.96-.634-.632-1.265 1.265.633.633c.17.169.262.393.262.633a.9.9 0 0 1-.262.631L9.227 15.95a.92.92 0 0 1-1.266 0l-.633-.633-1.266 1.265.633.632a2.67 2.67 0 0 0 1.9.787c.716 0 1.39-.28 1.897-.787l7.594-7.593c.506-.507.786-1.18.786-1.897s-.28-1.392-.786-1.899zm0-3.797L16.82.76l-6.328 6.33 1.266 1.266zm-8.86 8.857L7.961 9.619l-6.328 6.33 1.265 1.264z\"><\/path><\/svg><\/span><\/div><\/button><\/p><h1 class=\"bstn-blocks-hero-with-ri__title\">How to Become a Data Analyst<\/h1><p class=\"bstn-blocks-hero-with-ri__description\">BrainStation\u2019s Data Analyst career guide is intended to help you take the first steps toward a lucrative career in data analysis. The guide provides an in-depth overview of the data skills you should learn, including AI-driven data automation, the best data analysis training options, career paths in data analytics, how to become an AI-forward Data Analyst, and more.<\/p><\/div><div class=\"bstn-blocks-hero-with-ri__ri-container\">    <div class=\"bstn-blocks-ri-form\">\n        <svg class=\"bstn-blocks-ri-form__bg-flair\" viewBox=\"0 0 436 496\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n            <path opacity=\".2\"\n                  d=\"M442 28l-83 134m0 0l90 92m-90-92l-234-29.782M36 427l-62-237 151-57.782M36 427l-62 91m62-91l35 115M36 427l413-99-81 200M125 132.218L-26 113 56-39\"\n                  stroke=\"#959FB2\"\/>\n        <\/svg>\n        <div class=\"bstn-blocks-ri-form__wrapper bstn-blocks-ri-form__wrapper--default\" data-view-default>\n            <div class=\"bstn-blocks-ri-form__title-section\">\n                <p class=\"bstn-blocks-ri-form__title\"><meta charset=\"utf-8\">Become a Data Analyst<\/p>\n                <p class=\"bstn-blocks-ri-form__subtitle\"><meta charset=\"utf-8\"><\/meta>Speak to a Learning Advisor to learn more about how our  courses can help you become a Data Analyst.<\/p>\n            <\/div>\n            <form class=\"bstn-blocks-ri-form__form-section\" method=\"POST\" action=\"\/wordpress\/signup\">\n                <input type=\"text\" name=\"productSlug\" value=\"data-analytics\"\n                       hidden\/>\n                <input type=\"text\" name=\"source\" value=\"Typewriter Form\" hidden\/>\n                <input type=\"text\" name=\"campaignName\" value=\"career-guides\" hidden\/>\n                <input type=\"text\" name=\"url\" style=\"display: none !important\" title=\"Leave this field blank\"\n                       autoComplete=\"off\"\/>\n                <input type=\"hidden\" name=\"ht\"\n                       value=\"2026-06-14T00:55:33+00:00\"\/>\n                <div class=\"bstn-blocks-ri-form__form-row\">\n                    <fieldset\n                        class=\"bstn-blocks-ri-form__form-field-group bstn-blocks-ri-form__form-field-group--half\">\n                        <input\n                            type=\"text\"\n                            name=\"firstName\"\n                            placeholder=\"First Name\"\n                            class=\"bstn-blocks-ri-form__input--text\"\n                            required\n                        >\n                    <\/fieldset>\n                    <fieldset\n                        class=\"bstn-blocks-ri-form__form-field-group bstn-blocks-ri-form__form-field-group--half\">\n                        <input\n                            type=\"text\"\n                            name=\"lastName\"\n                            placeholder=\"Last Name\"\n                            class=\"bstn-blocks-ri-form__input--text\"\n                            required\n                        >\n                    <\/fieldset>\n                <\/div>\n                <div class=\"bstn-blocks-ri-form__form-row\">\n                    <fieldset class=\"bstn-blocks-ri-form__form-field-group\">\n                        <input\n                            type=\"email\"\n                            name=\"email\"\n                            placeholder=\"Email\"\n                            class=\"bstn-blocks-ri-form__input--text bstn-blocks-ri-form__form-row-input\"\n                            required\n                        >\n                    <\/fieldset>\n                <\/div>\n                <div class=\"bstn-blocks-ri-form__form-row\">\n                    <fieldset class=\"bstn-blocks-ri-form__form-field-group\">\n                        <input\n                            type=\"tel\"\n                            name=\"phoneNumber\"\n                            placeholder=\"(506) 234-5678 (Optional)\"\n                            class=\"bstn-blocks-ri-form__input--text bstn-blocks-ri-form__form-row-input input--phone\"\n                        >\n                    <\/fieldset>\n                <\/div>\n                <p class=\"bstn-blocks-ri-form__disclaimer\">By clicking &#8220;Submit&#8221;, you accept our <a href=\"\/terms-of-service\">Terms<\/a>.<\/p>\n                <button\n                    class=\"bstn-blocks-ri-form__form-submit is-style-kg-button-research-primary-variant\"\n                    type=\"submit\"\n                >\n                    Submit                <\/button>\n                <p class=\"bstn-blocks-ri-form__form-error\" data-form-error>Couldn&#8217;t submit! Refresh the page and try again?<\/p>\n            <\/form>\n            <div class=\"bstn-blocks-ri-form__notes-section\">\n                                    <a href=\"\/course\/online\/data-analytics\" class=\"bstn-blocks-ri-form__note-link\">\n                        <span class=\"bstn-blocks-ri-form__note-link-text\">Learn more about our Data Analytics Course<\/span>\n                        <svg class=\"bstn-blocks-ri-form__note-link-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"\n                             viewBox=\"0 0 18 18\" fill=\"none\">\n                            <path fill=\"currentColor\"\n                                  d=\"M6.345 12.743a1 1 0 001.31 1.511l5.477-4.749a1 1 0 000-1.511l-5.477-4.75a1.001 1.001 0 00-1.31 1.512l4.606 3.993-4.606 3.994z\"\/>\n                        <\/svg>\n                    <\/a>\n                            <\/div>\n        <\/div>\n        <div\n            class=\"bstn-blocks-ri-form__wrapper bstn-blocks-ri-form__wrapper--success bstn-blocks-ri-form__wrapper--hidden\"\n            data-view-success>\n            <svg class=\"bstn-blocks-ri-form__success-icon\" viewBox=\"0 0 48 48\" fill=\"none\"\n                 xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                <path\n                    d=\"M24 0c13.255 0 24 10.745 24 24S37.255 48 24 48 0 37.255 0 24 10.745 0 24 0zm0 2C11.85 2 2 11.85 2 24s9.85 22 22 22 22-9.85 22-22S36.15 2 24 2z\"\n                    fill=\"currentColor\"\/>\n                <path\n                    d=\"M32.282 17.304a1 1 0 011.54 1.266l-.104.126-13.08 13.5a1 1 0 01-1.289.126l-.125-.103-4.92-4.76a1 1 0 011.266-1.54l.125.103 4.201 4.064 12.386-12.782z\"\n                    fill=\"currentColor\"\/>\n            <\/svg>\n            <p class=\"bstn-blocks-ri-form__success-title\">Thank you!<\/p>\n            <p class=\"bstn-blocks-ri-form__success-desc\">We will be in touch soon. <\/p>\n                            <a href=\"\/course\/online\/data-analytics\" class=\"bstn-blocks-ri-form__note-link\">\n                    <span class=\"bstn-blocks-ri-form__note-link-text\">View Data Analytics Course page<\/span>\n                    <svg class=\"bstn-blocks-ri-form__note-link-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"\n                         viewBox=\"0 0 18 18\"\n                         fill=\"none\">\n                        <path fill=\"currentColor\"\n                              d=\"M6.345 12.743a1 1 0 001.31 1.511l5.477-4.749a1 1 0 000-1.511l-5.477-4.75a1.001 1.001 0 00-1.31 1.512l4.606 3.993-4.606 3.994z\"\/>\n                    <\/svg>\n                <\/a>\n                    <\/div>\n    <\/div>\n    <\/div><\/div><\/div><\/header>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>The path to become a data analyst is one of the most accessible and rewarding transitions in the modern tech industry. Unlike software engineering or high-level artificial intelligence, you do not need a lifelong background in computer programming or advanced mathematics to break into the field. Data analysis is fundamentally about solving problems. If you have a curious mind, the willingness to learn a specific set of technical skills, and possess strong problem solving skills, you can successfully launch a career and become a data analyst.<\/p>\n\n\n\n<p>In today&#8217;s digital economy, nearly every industry, from healthcare and finance to retail and professional sports, is overwhelmed with raw data. However, unless someone can analyze, clean, and interpret data to translate it into actionable insights for a strategic business plan, that information is useless. Because of this universal need to fuel data driven decisions, demand for skilled analysts continues to rise, making it a flexible career path with room for upward mobility, competitive salaries, and remote-work opportunities.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong>Overview<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list is-style-kg-list-primary\">\n<li><a href=\"#data-analyst-requirements\" data-type=\"internal\" data-id=\"#data-analyst-requirements\">Data Analyst Requirements<\/a><\/li>\n\n\n\n<li><a href=\"#learn-data-analytics\">Learn Data Analytics<\/a><\/li>\n\n\n\n<li><a href=\"#how-to-get-into-data-analytics\">How to Get Into Data Analytics<\/a><\/li>\n\n\n\n<li><a href=\"#how-to-understand-data-analytics\">How to Understand Data Analytics<\/a><\/li>\n<\/ol>\n<\/div><\/div><\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p>This guide will walk you through exactly how to become a data analyst from scratch. We will break down the essential requirements to build your foundational knowledge, the core technical skills and tools you need to master, and the mindset required to succeed. Finally, we will provide actionable advice on how to build a portfolio and land an entry-level data analyst job, even if you have zero prior industry experience to perform data analysis effectively.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"data-analyst-requirements\"><h2 class=\"bstn-blocks-heading__heading-element\">Data Analyst Requirements<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Before diving into the specific software you need to learn, it is important to understand the baseline requirements of the data analyst role. A successful data analyst operates at the intersection of technology and business strategy. Therefore, the core requirements go beyond writing code to interpreting the analyzed data.<\/p>\n\n\n\n<p>To thrive in this career and handle an organization&#8217;s data, you need strong business acumen to understand how the company actually makes money. You also need attention to detail, as a single misplaced comma in a dataset can ruin data quality and skew an entire financial report. Most importantly, you need strong communication skills to effectively communicate findings. The most complex predictive modeling is entirely useless if you cannot clearly explain your findings to a non-technical Marketing Director or CEO and educate their decision making.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\" id=\"\"><h3 class=\"bstn-blocks-heading__heading-element\">Data Analyst Education<\/h3><\/div>\n\n\n\n<p>There is no single correct path for aspiring data analysts. While some roles request formal education like a Bachelor\u2019s in Data Science or Business Analytics, the tech industry now heavily prioritizes skills over pedigree. Common educational paths include:<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-card__icon\"><path fill=\"none\" d=\"M0 0h24v24H0z\"><\/path><path fill=\"currentColor\" d=\"m22.447 7.106-10-5a1 1 0 0 0-.895 0l-10 5a1 1 0 0 0-.445.462C1.047 7.69 1 7.898 1 8v5.765a1.001 1.001 0 0 0 2 0V9.478l2 .8v4.904a1 1 0 0 0 .553.894c1.719.858 3.486 1.919 6.447 1.919s4.729-1.061 6.447-1.919c.339-.171.553-.516.553-.895v-4.904l3.372-1.349a.999.999 0 0 0 .075-1.822M17 14.563l-.975.487a9.04 9.04 0 0 1-8.05 0L7 14.563v-3.485l4.628 1.852q.181.071.372.07a.8.8 0 0 0 .372-.071L17 11.077zm-5-3.64L4.439 7.898 12 4.119l7.561 3.779zM2 16a1 1 0 0 0-1 1v2a1 1 0 1 0 2 0v-2a1 1 0 0 0-1-1\"><\/path><\/svg><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong>Traditional Degrees<\/strong><\/p>\n\n\n\n<p>A 4-year university route offers deep theoretical knowledge in data analysis and mathematics. It is time-consuming and expensive, but enterprise employers often require this formalized foundation, sometimes even preferring an advanced degree for senior roles.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-card__icon\"><path fill=\"none\" d=\"M0 0h24v24H0z\"><\/path><path fill=\"currentColor\" d=\"M12.001 7c-1.654 0-3-1.346-3-3s1.346-3 3-3 3 1.346 3 3-1.346 3-3 3m0-4c-.551 0-1 .449-1 1s.449 1 1 1 1-.449 1-1-.449-1-1-1m5 9h-2c0-1.654-1.346-3-3-3s-3 1.346-3 3h-2c0-2.757 2.243-5 5-5s5 2.243 5 5m4 1h-18v2H6.22l2 8h7.562l2-8h3.219zm-6.781 8H9.782l-1.5-6h7.438z\"><\/path><\/svg><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong>Intensive Training Programs<\/strong><\/p>\n\n\n\n<p>Diplomas and bootcamps are popular, accelerated alternatives to formal education. They feature project-based curriculums that teach the exact, up-to-date tools employers want in just a few months.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-card__icon\"><path fill=\"none\" d=\"M0 .001h24v24H0z\"><\/path><g fill=\"currentColor\"><path d=\"M10 16.001H2c-1.104 0-2-.897-2-2v-12c0-1.103.896-2 2-2h16c1.104 0 2 .897 2 2v3h-2v-3H2v12h8z\"><\/path><path d=\"M10 13.001H4a1 1 0 0 1-1-1v-8a1 1 0 0 1 1-1h12a1 1 0 0 1 1 1v1H5v6h5z\"><\/path><circle cx=\"18\" cy=\"13.001\" r=\"2\"><\/circle><path d=\"M24 13.001c0-3.309-2.691-6-6-6s-6 2.691-6 6a6 6 0 0 0 2.703 5.008l-.693 4.851a1 1 0 0 0 1.545.973L18 22.203l2.445 1.63a1 1 0 0 0 1.088.015c.334-.211.513-.598.457-.988l-.693-4.851A6 6 0 0 0 24 13.001m-6 4a4 4 0 1 1 0-8 4 4 0 0 1 0 8\"><\/path><\/g><\/svg><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong>Professional Certifications<\/strong><\/p>\n\n\n\n<p>Standalone certifications offer incredible versatility for multiple career stages. They are excellent for professionals with transferable skills wanting to pivot into a data analyst role, current analysts looking to specialize in specific niche areas, or employees aiming to reach the next level at their current company by upskilling. They effectively bolster your resume and prove your expertise without the massive time commitment of a full degree.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-card__icon\"><path fill=\"none\" d=\"M0 0h24v24H0z\"><\/path><g fill=\"currentColor\"><path d=\"M22 18h-2v-3a1 1 0 0 0-1-1h-4.69a5.995 5.995 0 0 0-.309-10.196 1.5 1.5 0 0 0-.771-.201c-.64 0-1.334.39-1.913.815L12 1H9.938l.723 3.4c-.574-.418-1.258-.798-1.89-.798q-.424 0-.772.201a6.04 6.04 0 0 0-2.081 2.022 1 1 0 0 0 .339 1.392C6.722 7.492 7 7.972 7 8.5a1.5 1.5 0 0 1-.986 1.4 1.005 1.005 0 0 0-.585 1.308A6 6 0 0 0 7.688 14H2a1 1 0 0 0-1 1v4a1 1 0 0 0 1 1h2v3a1 1 0 0 0 1 1h17a1 1 0 0 0 1-1v-4a1 1 0 0 0-1-1M9 8.5c0-.861-.31-1.665-.859-2.29q.321-.333.704-.58c.317.122.97.604 1.45 1.08a1 1 0 0 0 1.41-.001c.483-.481 1.146-.969 1.444-1.083A4.002 4.002 0 0 1 11 13a3.97 3.97 0 0 1-3.317-1.775A3.5 3.5 0 0 0 9 8.5M3 16h15v2H3zm18 6H6v-2h15z\"><\/path><path d=\"M15.766 2.847c1.339-.444 2.083-1.835 2.083-1.835S16.422.346 15.083.791C13.743 1.236 13 2.626 13 2.626s1.427.666 2.766.221\"><\/path><\/g><\/svg><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong>Self-Learning<\/strong><\/p>\n\n\n\n<p>Free or low-cost online courses are great for strict budgets but require immense self-discipline. This route lacks mentorship and professional networking, leaving you to rely entirely on your personal portfolio to prove your relevant skills to employers.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"learn-data-analytics\"><h2 class=\"bstn-blocks-heading__heading-element\">Learn Data Analytics<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>If you are starting from scratch to become a data analyst, the prospect of learning data analysis can feel overwhelming. The key is to learn the landscape sequentially. You should not attempt the more advanced techniques before you understand how a basic spreadsheet works.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-card__icon\"><path fill=\"none\" d=\"M0 .001h24.001v24.001H0z\"><\/path><path fill=\"currentColor\" d=\"M12 2c-4.411 0-8 3.589-8 8s3.589 8 8 8 8-3.589 8-8-3.589-8-8-8m1 13.91v-2.375l2.555-1.704-1.109-1.664L12 11.798l-2.445-1.63-1.109 1.664L11 13.535v2.375c-2.833-.479-5-2.943-5-5.91 0-3.309 2.691-6 6-6s6 2.691 6 6c0 2.967-2.167 5.431-5 5.91M9 21h2v1h2v-1h2v-2H9z\"><\/path><\/svg><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><em>Focus your learning journey on the lifecycle of data: start by learning data collection and gathering data, then learn how to query it, master data preparation by cleaning data, and finally, learn visualizing data and creating charts.<\/em><\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\" id=\"\"><h3 class=\"bstn-blocks-heading__heading-element\">Data Analyst Skills<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-flyout\"><div class=\"bstn-blocks-flyout__flyout-wrapper\"><div class=\"bstn-blocks-flyout__card bstn-blocks-flyout__card--grow-down\" style=\"top:0\" data-aos=\"fade-in\"><div class=\"bstn-blocks-flyout__img-wrapper\"><\/div><div class=\"bstn-blocks-flyout__content-wrapper\"><div class=\"bstn-blocks-flyout__eyebrow\">2026 Guide<\/div><div class=\"bstn-blocks-flyout__title\"><\/div><a href=\"https:\/\/brainstation.io\/career-guides\/what-skills-do-you-need-to-be-a-data-analyst\" class=\"bstn-blocks-flyout__cta\">Data Analyst Skills<\/a><\/div><\/div><\/div><\/div>\n\n\n\n<p>Every aspiring analyst must master a core set of essential skills:<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--transparent bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong>Database Management &amp; Data Collection<\/strong><\/strong><\/p>\n\n\n\n<p>Understanding how relational databases work, how data is structured, and the mechanisms of data collection.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--transparent bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong><strong>Data Wrangling &amp; Cleaning Data<\/strong><\/strong><\/strong><\/p>\n\n\n\n<p>The ability to find missing data, remove duplicates, and master transforming data to standardize messy information into usable data sets.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--transparent bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong><strong><strong>Exploratory Data Analysis &amp; Statistical Analysis<\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n<p>Knowing how to find averages, medians, variances, and run correlation analysis to identify trends. With seniority, you will layer in regression analysis, data mining, and predictive analytics to truly uncover deep insights.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--transparent bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong><strong><strong><strong>Data Storytelling &amp; Data Visualization<\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n<p>The soft skill of translating complex datasets and data analysis findings into plain-English business recommendations.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Data Analysis Tools<\/h3><\/div>\n\n\n\n<p>To execute those skills, you will need to learn the industry-standard software stack. Do not try to learn every tool on the market, focus on:<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong><strong><strong>Microsoft Excel<\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n<p>The foundational tool for basic data analysis, data manipulation, and quick calculations.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong><strong><strong><strong>SQL (Structured Query Language)<\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n<p>The absolute must-have language used to write queries to communicate with and extract data from massive company databases.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong><strong><strong><strong><strong>Python or R<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n<p>Programming languages used for heavy-duty data cleaning, statistical modeling, and automation. (Python is generally recommended for beginners due to its versatility, especially if you ever want to explore machine learning or grow into data science).<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><strong><strong><strong><strong><strong><strong>Tableau or Power BI<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n<p>Leading data visualization tools used to build the interactive charts and dashboards you present to stakeholders.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"how-to-get-into-data-analytics\"><h2 class=\"bstn-blocks-heading__heading-element\">How to Get Into Data Analytics<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Getting into data analytics requires shifting your mindset from being a student of technology to a solver of business problems. It requires more than just memorizing software syntax; you must prove you can actually generate value. To stand out in a crowded market, you need to transition from theoretical learning to practical application. Employers aren&#8217;t just looking for human calculators, they want strategic thinkers who can take messy, real-world information and turn it into clear, actionable advice that drives the company forward.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 bstn-blocks-heading--mt-0 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">How to Become a Data Analyst with No Experience<\/h3><\/div>\n\n\n\n<p>The classic paradox: you need a job to get experience, but you need experience to get a job. If you are transitioning from a non-tech career or coming straight out of school, you must manufacture your own opportunities to gain practical experience.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-timeline bstn-blocks-timeline\"><ul class=\"bstn-blocks-timeline__timeline\">\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--simple\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--simple\">1<\/div><\/div><div class=\"col col-md-3 hidden\"><div class=\"bstn-blocks-timeline-entry__title\">1<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-12 bstn-blocks-timeline-entry__innerblocks--simple\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h5 bstn-blocks-heading--mt-0 has-text-align-left bstn-blocks-heading--divider\"><h5 class=\"bstn-blocks-heading__heading-element\"><strong><strong><strong><strong><strong>Leverage Your Current Role<\/strong><\/strong><\/strong><\/strong><\/strong><\/h5><\/div>\n\n\n\n<p class=\"is-style-kg-paragraph-article-body\" style=\"font-size:14px\">If you are currently employed, ask your manager if you can export internal data to build a basic dashboard in Excel or Power BI using SQL queries. Applying data analysis skills to your current non-data job is an excellent way to build your resume.<\/p>\n<\/div><\/li>\n\n\n\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--simple\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--simple\">2<\/div><\/div><div class=\"col col-md-3 hidden\"><div class=\"bstn-blocks-timeline-entry__title\">2<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-12 bstn-blocks-timeline-entry__innerblocks--simple\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h5 bstn-blocks-heading--mt-0 has-text-align-left bstn-blocks-heading--divider\"><h5 class=\"bstn-blocks-heading__heading-element\"><strong><strong><strong><strong><strong>Volunteer Your Skills<\/strong><\/strong><\/strong><\/strong><\/strong><\/h5><\/div>\n\n\n\n<p class=\"is-style-kg-paragraph-article-body\" style=\"font-size:14px\">Reach out to local non-profits or small businesses and offer to clean up their database or utilize your visualization tools to improve their business intelligence capabilities.By providing them with actionable insights for their decision making process, you will gain invaluable hands on experience with real data.<\/p>\n<\/div><\/li>\n\n\n\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--simple\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--simple\">3<\/div><\/div><div class=\"col col-md-3 hidden\"><div class=\"bstn-blocks-timeline-entry__title\">3<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-12 bstn-blocks-timeline-entry__innerblocks--simple\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h5 bstn-blocks-heading--mt-0 has-text-align-left bstn-blocks-heading--divider\"><h5 class=\"bstn-blocks-heading__heading-element\"><strong><strong><strong><strong><strong>Participate in Hackathons &amp; Build Own Projects<\/strong><\/strong><\/strong><\/strong><\/strong><\/h5><\/div>\n\n\n\n<p class=\"is-style-kg-paragraph-article-body\" style=\"font-size:14px\">Join online data communities (like Kaggle) to compete in challenges or build your own projects. This provides access to real-world, messy data sets to practice on and discuss with other data analysts.<\/p>\n<\/div><\/li>\n<\/ul><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h4 has-text-align-left\"><h4 class=\"bstn-blocks-heading__heading-element\">Data Analytics Portfolio<\/h4><\/div>\n\n\n\n<p>The single most important asset for someone with no traditional experience is a robust portfolio. A portfolio is a public website or GitHub repository that hosts your personal data analysis projects. It proves to an employer that you can actually execute the skills listed on your resume.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">How to Get an Entry Level Data Analyst Job<\/h3><\/div>\n\n\n\n<p>Landing that first entry-level data analyst job requires a strategic approach to the application process.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<div class=\"wp-block-bstn-blocks-timeline bstn-blocks-timeline\"><ul class=\"bstn-blocks-timeline__timeline\">\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Resume<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<p>Tailor your resume to highlight analytical achievements. Instead of saying &#8220;Used Excel to track sales&#8221;, say &#8220;Designed a Power BI dashboard that tracked $50k in monthly sales, reducing reporting time by 15%.&#8221;<\/p>\n<\/div><\/li>\n\n\n\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Application<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<p>Do not just search for &#8220;Data Analyst&#8221;. Look for entry-level variations like Marketing Analyst, Operations Analyst, Junior Business Analyst, or Healthcare Data Specialist.<\/p>\n<\/div><\/li>\n\n\n\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Interview<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<p>Be prepared for a technical screening. You will almost certainly be given a &#8220;take-home&#8221; assignment or a live SQL test to prove you can write basic queries and join tables to analyze data. Focus heavily on mastering SQL JOIN functions and aggregate functions before applying.<\/p>\n<\/div><\/li>\n<\/ul><\/div>\n<\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"how-to-understand-data-analytics\"><h2 class=\"bstn-blocks-heading__heading-element\">How to Understand Data Analytics<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>True data analysis is not about memorizing code, it is about adopting a specific framework for viewing the world. Data analysts gather information to ultimately predict future trends and drive efficiency.<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">How to Think Like a Data Analyst<\/h3><\/div>\n\n\n\n<p>A successful data analyst operates with a mindset that balances intense curiosity with disciplined skepticism. While technical skills dictate how you process information, your mindset dictates what you actually discover. To truly think like an analyst, you must adopt four core cognitive habits:<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><em>Data Validation<\/em><\/strong><\/p>\n\n\n\n<p>When presented with a dramatic and positive spike in sales, a data analyst immediately audits the numbers. Their first instinct is to ask: &#8220;Is this data accurate? Is the tracking software broken? Are there duplicate entries?&#8221;. A good analyst refuses to accept surface-level answers or anomalies without mathematical proof.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><em>Context over Calculation<\/em><\/strong><\/p>\n\n\n\n<p>Anyone can learn how to calculate an average or build a pie chart. A true analyst thinks about the business context. If website traffic dropped by 20%, an analyst looks at the context and says, &#8220;Traffic dropped 20% because we stopped running our least profitable ad campaign. Therefore, our total traffic is down, but our overall profit margin actually went up.&#8221;<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><em>Problem Framing<\/em><\/strong><\/p>\n\n\n\n<p>Other teams often request specific reports because they are not fully aware of the data you have access to or the depth of analysis you can perform. If a Marketing Director asks you to &#8220;pull the data on social media likes&#8221;, a great analyst doesn&#8217;t just blindly export a spreadsheet. Instead, they initiate a conversation to understand the exact decisions the team is trying to make. By understanding the end goal, you can leverage your full dataset to guide them toward a much more useful metric for business intelligence, ensuring they make the most informed decision possible.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-default\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p><strong><em>Comfort with Ambiguity<\/em><\/strong><\/p>\n\n\n\n<p>In school or online tutorials, datasets are perfectly clean and ready to be analyzed. In the real world, data is chaotic, incomplete, and messy. Thinking like an analyst means being comfortable operating in the gray areas and acknowledging it. You must learn how to make highly educated, strategic recommendations for data driven decisions even when the data is not 100% perfect.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">What Book Should Every Data Analyst Read?<\/h3><\/div>\n\n\n\n<p>Reading is one of the best ways to sharpen your analytical mindset, but it is also a massive strategic advantage for your career. The insights you gain from industry-leading books give you a higher-level understanding of the field, allowing you to showcase your overarching business acumen rather than just your coding skills. Bringing up these concepts during an interview acts as a powerful competitive differentiator. It proves you can think critically about data ethics, human psychology, and effective communication, providing excellent conversation starters that show hiring managers you are ready to actually educate their business on how to leverage data science and analytics.<\/p>\n\n\n\n<p>Here are five books every aspiring data analyst should read:<\/p>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<div class=\"wp-block-bstn-blocks-timeline bstn-blocks-timeline\"><ul class=\"bstn-blocks-timeline__timeline\">\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Cole N. Knaflic<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h4 has-text-align-left\"><h4 class=\"bstn-blocks-heading__heading-element\"><strong><em><strong><em><strong>Storytelling with Data<\/strong><\/em><\/strong><\/em><\/strong><\/h4><\/div>\n\n\n\n<p>The ultimate guide on data visualization, how to design beautiful, clear graphs, and communicate your findings to non-technical audiences.<\/p>\n<\/div><\/li>\n<\/ul><\/div>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<div class=\"wp-block-bstn-blocks-timeline bstn-blocks-timeline\"><ul class=\"bstn-blocks-timeline__timeline\">\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Charles Wheelan<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h4 has-text-align-left\"><h4 class=\"bstn-blocks-heading__heading-element\"><strong><em><strong><em><strong><strong><strong>Naked Statistics<\/strong><\/strong><\/strong><\/em><\/strong><\/em><\/strong><\/h4><\/div>\n\n\n\n<p>Strips away the complex math to explain the real-world applications and common manipulations of statistical concepts, including regression analysis and statistical analysis.<\/p>\n<\/div><\/li>\n<\/ul><\/div>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<div class=\"wp-block-bstn-blocks-timeline bstn-blocks-timeline\"><ul class=\"bstn-blocks-timeline__timeline\">\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Wes McKinney<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h4 has-text-align-left\"><h4 class=\"bstn-blocks-heading__heading-element\"><strong><em><strong><em><strong><strong><strong><strong><strong><strong>Python for Data Analysis<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/em><\/strong><\/em><\/strong><\/h4><\/div>\n\n\n\n<p>Written by the creator of the Pandas library, this is the definitive technical textbook for manipulating data in Python.<\/p>\n<\/div><\/li>\n<\/ul><\/div>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<div class=\"wp-block-bstn-blocks-timeline bstn-blocks-timeline\"><ul class=\"bstn-blocks-timeline__timeline\">\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Daniel Kahneman<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h4 has-text-align-left\"><h4 class=\"bstn-blocks-heading__heading-element\"><strong><em><strong><em><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong>Thinking, Fast and Slow<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/em><\/strong><\/em><\/strong><\/h4><\/div>\n\n\n\n<p>A deep dive into human psychology and cognitive biases, crucial for understanding how stakeholders misinterpret data.<\/p>\n<\/div><\/li>\n<\/ul><\/div>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card col bstn-blocks-card--in-grid\"><div><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--in-grid bstn-blocks-card__card-wrapper--white bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<div class=\"wp-block-bstn-blocks-timeline bstn-blocks-timeline\"><ul class=\"bstn-blocks-timeline__timeline\">\n<li class=\"wp-block-bstn-blocks-timeline-entry bstn-blocks-timeline-entry row\"><div class=\"bstn-blocks-timeline-entry__vert-line bstn-blocks-timeline-entry__vert-line--staggered\"><div class=\"bstn-blocks-timeline-entry__disc bstn-blocks-timeline-entry__disc--staggered\"><\/div><\/div><div class=\"col col-md-3\"><div class=\"bstn-blocks-timeline-entry__title\">Cathy O&#8217;Neil<\/div><\/div><div class=\"bstn-blocks-timeline-entry__innerblocks col col-sm-9 bstn-blocks-timeline-entry__innerblocks--staggered\">\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h4 has-text-align-left\"><h4 class=\"bstn-blocks-heading__heading-element\"><strong><em><strong><em><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong>Weapons of Math Destruction<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/em><\/strong><\/em><\/strong><\/h4><\/div>\n\n\n\n<p>An essential read on data ethics, exploring how poorly designed algorithms can reinforce inequality and cause real-world harm.<\/p>\n<\/div><\/li>\n<\/ul><\/div>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">How to Choose the Best Data Analytics Practices?<\/h3><\/div>\n\n\n\n<p>As you begin building projects, you will realize there is no one-size-fits-all approach to data analysis. The best practice depends entirely on the environment you are working in. To determine the most effective way to tackle a problem, analysts must evaluate:<\/p>\n\n\n\n<p><strong>The Data Maturity of the Project<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-black-color has-alpha-channel-opacity has-black-background-color has-background is-style-wide\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--transparent bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p>If you are handed messy, siloed Excel spreadsheets, your best practice is to spend 80% of your time on data cleaning. If you are plugged into a mature, centralized SQL database, you can immediately jump into advanced querying and data modeling.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>The Audience&#8217;s Technical Literacy<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-black-color has-alpha-channel-opacity has-black-background-color has-background is-style-wide\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--transparent bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p>The best deliverable is the one stakeholders can actually understand. If delivering insights to a marketing team, the focus should be on visual storytelling using Power BI or Tableau. If sharing findings with a data scientist or deploying machine learning models, you might deliver raw Python scripts.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong><strong>Data Governance and Ethics<\/strong><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-black-color has-alpha-channel-opacity has-black-background-color has-background is-style-wide\"\/>\n\n\n\n<div class=\"wp-block-bstn-blocks-card bstn-blocks-card row\"><div class=\"bstn-blocks-card--no-grid col\"><div class=\"bstn-blocks-card__card-wrapper bstn-blocks-card__card-wrapper--shadow bstn-blocks-card__card-wrapper--transparent bstn-blocks-card__card-wrapper--layout-default bstn-blocks-card__card-wrapper--card-padding-24px\"><div class=\"bstn-blocks-card__icon-wrapper bstn-blocks-card__icon-wrapper--top bstn-blocks-card__icon-wrapper--hide bstn-blocks-card__icon-wrapper--size-default bstn-blocks-card__icon-wrapper--layout-default\"><\/div><div class=\"bstn-blocks-card__desc-wrapper\">\n<p>In industries like healthcare or finance, practices are dictated by strict privacy laws. You must ensure you understand regulatory constraints and anonymize personally identifiable information (PII) before running your models, especially when utilizing techniques like predictive modeling techniques or predictive analytics to map out future trends.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\"><h2 class=\"bstn-blocks-heading__heading-element\">FAQ<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<div class=\"wp-block-bstn-blocks-expandable-block-container bstn-blocks-expandable-block-container\"><div class=\"bstn-blocks-expandable-block-container__container\" data-expandable-blocks-container=\"true\">\n<div class=\"wp-block-bstn-blocks-expandable-block bstn-blocks-expandable-block\" data-expandable-block=\"true\"><button class=\"bstn-blocks-expandable-block__top-bar\" data-expandable-block-toggle=\"true\"><h3 class=\"bstn-blocks-expandable-block__title\">Can data analysts work from home?<\/h3><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 16 16\" class=\"bstn-blocks-expandable-block__top-bar-icon bstn-blocks-expandable-block__top-bar-icon--plus\"><path fill=\"currentColor\" d=\"M9.695 6.305V0h-3.39v6.305H0v3.39h6.305V16h3.39V9.695H16v-3.39z\"><\/path><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 12 4\" class=\"bstn-blocks-expandable-block__top-bar-icon bstn-blocks-expandable-block__top-bar-icon--minus\"><path fill=\"currentColor\" d=\"M7.271.729H0V3.27h12V.73H7.271z\"><\/path><\/svg><\/button><div style=\"height:0px\" data-expandable-block-content=\"true\"><div class=\"bstn-blocks-expandable-block__inner-content\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-expandable-block__icon bstn-blocks-expandable-block__icon--hide\"><path fill=\"none\" d=\"M0 0h24v24H0z\"><\/path><path fill=\"currentColor\" d=\"M15.001 16a1 1 0 0 1-1-1v-2h-1v-2h2a1 1 0 0 1 1 1v1l2.4-1.8a1 1 0 0 1 .6-.2h3V4h-10v3h-2V4c0-1.104.897-2 2-2h10c1.103 0 2 .896 2 2v7c0 1.103-.897 2-2 2h-2.667l-3.733 2.8c-.177.132-.388.2-.6.2\"><\/path><path fill=\"currentColor\" d=\"M8.001 16c-2.206 0-4-1.794-4-4s1.794-4 4-4 4 1.795 4 4-1.794 4-4 4m0-6c-1.103 0-2 .896-2 2 0 1.103.897 2 2 2s2-.897 2-2c0-1.104-.897-2-2-2m8 14h-16v-1c0-3.533 3.29-6 8-6s8 2.467 8 6zM2.16 22h11.683c-.598-1.808-2.833-3-5.841-3s-5.244 1.192-5.842 3\"><\/path><\/svg><div class=\"bstn-blocks-expandable-block__copy\">\n<p>Yes, data analysis is a highly remote-friendly profession. Because the core tools of the trade, cloud databases, programming environments, and visualization tools, are entirely digital, many companies offer hybrid or fully remote roles. However, strong communication skills remain essential, as remote analysts must still present their findings virtually to key stakeholders.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-expandable-block bstn-blocks-expandable-block\" data-expandable-block=\"true\"><button class=\"bstn-blocks-expandable-block__top-bar\" data-expandable-block-toggle=\"true\"><h3 class=\"bstn-blocks-expandable-block__title\">What does a data analyst make?<\/h3><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 16 16\" class=\"bstn-blocks-expandable-block__top-bar-icon bstn-blocks-expandable-block__top-bar-icon--plus\"><path fill=\"currentColor\" d=\"M9.695 6.305V0h-3.39v6.305H0v3.39h6.305V16h3.39V9.695H16v-3.39z\"><\/path><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 12 4\" class=\"bstn-blocks-expandable-block__top-bar-icon bstn-blocks-expandable-block__top-bar-icon--minus\"><path fill=\"currentColor\" d=\"M7.271.729H0V3.27h12V.73H7.271z\"><\/path><\/svg><\/button><div style=\"height:0px\" data-expandable-block-content=\"true\"><div class=\"bstn-blocks-expandable-block__inner-content\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-expandable-block__icon bstn-blocks-expandable-block__icon--hide\"><path fill=\"none\" d=\"M0 0h24v24H0z\"><\/path><path fill=\"currentColor\" d=\"M15.001 16a1 1 0 0 1-1-1v-2h-1v-2h2a1 1 0 0 1 1 1v1l2.4-1.8a1 1 0 0 1 .6-.2h3V4h-10v3h-2V4c0-1.104.897-2 2-2h10c1.103 0 2 .896 2 2v7c0 1.103-.897 2-2 2h-2.667l-3.733 2.8c-.177.132-.388.2-.6.2\"><\/path><path fill=\"currentColor\" d=\"M8.001 16c-2.206 0-4-1.794-4-4s1.794-4 4-4 4 1.795 4 4-1.794 4-4 4m0-6c-1.103 0-2 .896-2 2 0 1.103.897 2 2 2s2-.897 2-2c0-1.104-.897-2-2-2m8 14h-16v-1c0-3.533 3.29-6 8-6s8 2.467 8 6zM2.16 22h11.683c-.598-1.808-2.833-3-5.841-3s-5.244 1.192-5.842 3\"><\/path><\/svg><div class=\"bstn-blocks-expandable-block__copy\">\n<p>As of 2026, the average base salary for a Data Analyst in the United States is around $85,000 per year, though this varies by location and experience. Entry-level analysts typically earn between $65,000 and $75,000, while Senior Data Analysts can command $110,000 to $130,000+. Specialized skills like Python, predictive modeling, or transitioning toward a data scientist role can significantly boost this earning potential.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-expandable-block bstn-blocks-expandable-block\" data-expandable-block=\"true\"><button class=\"bstn-blocks-expandable-block__top-bar\" data-expandable-block-toggle=\"true\"><h3 class=\"bstn-blocks-expandable-block__title\">Where to find the best data analytics conference?<\/h3><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 16 16\" class=\"bstn-blocks-expandable-block__top-bar-icon bstn-blocks-expandable-block__top-bar-icon--plus\"><path fill=\"currentColor\" d=\"M9.695 6.305V0h-3.39v6.305H0v3.39h6.305V16h3.39V9.695H16v-3.39z\"><\/path><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 12 4\" class=\"bstn-blocks-expandable-block__top-bar-icon bstn-blocks-expandable-block__top-bar-icon--minus\"><path fill=\"currentColor\" d=\"M7.271.729H0V3.27h12V.73H7.271z\"><\/path><\/svg><\/button><div style=\"height:0px\" data-expandable-block-content=\"true\"><div class=\"bstn-blocks-expandable-block__inner-content\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 24 24\" class=\"bstn-blocks-expandable-block__icon bstn-blocks-expandable-block__icon--hide\"><path fill=\"none\" d=\"M0 0h24v24H0z\"><\/path><path fill=\"currentColor\" d=\"M15.001 16a1 1 0 0 1-1-1v-2h-1v-2h2a1 1 0 0 1 1 1v1l2.4-1.8a1 1 0 0 1 .6-.2h3V4h-10v3h-2V4c0-1.104.897-2 2-2h10c1.103 0 2 .896 2 2v7c0 1.103-.897 2-2 2h-2.667l-3.733 2.8c-.177.132-.388.2-.6.2\"><\/path><path fill=\"currentColor\" d=\"M8.001 16c-2.206 0-4-1.794-4-4s1.794-4 4-4 4 1.795 4 4-1.794 4-4 4m0-6c-1.103 0-2 .896-2 2 0 1.103.897 2 2 2s2-.897 2-2c0-1.104-.897-2-2-2m8 14h-16v-1c0-3.533 3.29-6 8-6s8 2.467 8 6zM2.16 22h11.683c-.598-1.808-2.833-3-5.841-3s-5.244 1.192-5.842 3\"><\/path><\/svg><div class=\"bstn-blocks-expandable-block__copy\">\n<p>To stay updated on industry trends, you can find top data conferences through professional networks like LinkedIn, tech event aggregators, or major software vendors offering data visualization software like Tableau. Additionally, tech education hubs frequently host highly relevant events, for instance, you can attend BrainStation&#8217;s expert panel discussions to connect directly with hiring managers, discover industry future trends, and meet top professionals.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-content-navigation-footer bstn-blocks-content-nav-footer bstn-blocks-content-nav-footer--article\"><div class=\"bstn-blocks-content-nav-footer__links-container\"><div class=\"bstn-blocks-content-nav-footer__link-container\"><p class=\"bstn-blocks-content-nav-footer__link-title bstn-blocks-content-nav-footer__link--desktop\">Previous<\/p><a class=\"bstn-blocks-content-nav-footer__link\" href=\"https:\/\/brainstation.io\/career-guides\/what-does-a-data-analyst-do\"><span class=\"bstn-blocks-content-nav-footer__link-icon-wrapper bstn-blocks-content-nav-footer__link-icon-wrapper--left\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 18 18\" class=\"bstn-blocks-content-nav-footer__link-icon bstn-blocks-content-nav-footer__link-icon--left\"><path fill=\"currentColor\" d=\"M6.345 12.743a1 1 0 0 0 1.31 1.511l5.477-4.749a1 1 0 0 0 0-1.511l-5.477-4.75a1.001 1.001 0 0 0-1.31 1.512l4.606 3.993z\"><\/path><\/svg><\/span><span class=\"bstn-blocks-content-nav-footer__link-text bstn-blocks-content-nav-footer__link--desktop\">What Does a Data Analyst Do?<\/span><\/a><\/div><div class=\"bstn-blocks-content-nav-footer__link-container\"><p class=\"bstn-blocks-content-nav-footer__link-title\">Next<\/p><a class=\"bstn-blocks-content-nav-footer__link\" href=\"https:\/\/brainstation.io\/career-guides\/what-skills-do-you-need-to-be-a-data-analyst\"><span class=\"bstn-blocks-content-nav-footer__link-text\">Data Analysis Skills<\/span><span class=\"bstn-blocks-content-nav-footer__link-icon-wrapper bstn-blocks-content-nav-footer__link-icon-wrapper--right\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 18 18\" class=\"bstn-blocks-content-nav-footer__link-icon bstn-blocks-content-nav-footer__link-icon--right\"><path fill=\"currentColor\" d=\"M6.345 12.743a1 1 0 0 0 1.31 1.511l5.477-4.749a1 1 0 0 0 0-1.511l-5.477-4.75a1.001 1.001 0 0 0-1.31 1.512l4.606 3.993z\"><\/path><\/svg><\/span><\/a><\/div><\/div><\/div>\n\n\n\n<section class=\"wp-block-bstn-blocks-course-cta bstn-blocks-course-cta\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 1140 621\" class=\"bstn-blocks-course-cta__bg-flair--rich\"><g opacity=\"0.55\"><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M60.026 736.434V203.02\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M60.364 436.132-120 436.131zm0-99.873H-120zm0-99.872H-120zM128 536.004h-248z\" clip-rule=\"evenodd\"><\/path><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M57.518 535.982a2.286 2.286 0 1 1 4.572 0 2.286 2.286 0 0 1-4.572 0m0-99.836a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002m0-99.837a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002m0-99.837a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002\" clip-rule=\"evenodd\"><\/path><\/g><g opacity=\"0.55\"><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M979.195-28.206V397.98m81.185-524.745V397.98\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M1141.45 168.46H964zm0 98.334H964zm0 98.333H964zm66.55-295H964z\" clip-rule=\"evenodd\"><\/path><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M1138.66 70.148a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49-.001zm-80.21 0c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.25zm-81.707 0a2.25 2.25 0 1 0 4.5.004 2.25 2.25 0 0 0-4.5-.005zm81.707 98.299a2.25 2.25 0 0 0 2.25 2.251 2.252 2.252 0 0 0 0-4.503 2.253 2.253 0 0 0-2.25 2.252m-81.707 0a2.25 2.25 0 1 0 4.498 0 2.25 2.25 0 0 0-2.249-2.252 2.25 2.25 0 0 0-2.249 2.252m161.917-.001a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m0 98.299a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m-80.21 0c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m81.707 98.299c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m161.917 0a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0\" clip-rule=\"evenodd\"><\/path><\/g><\/svg><div class=\"bstn-blocks-course-cta__container\"><div class=\"bstn-blocks-course-cta__copy-container\"><p class=\"bstn-blocks-course-cta__subtitle\"><span>get started<\/span><\/p><h2 class=\"bstn-blocks-course-cta__title\">Accelerate Your Career<\/h2><p class=\"bstn-blocks-course-cta__description\">Courses built on adaptive curriculum and led by leading industry experts.<\/p><ul class=\"bstn-blocks-course-cta__description-checklist wp-block-list is-style-kg-list-checklist-alternate\"><li><p class=\"bstn-blocks-course-cta__checklist-item\">Work on projects in a collaborative setting<\/p><\/li><li><p class=\"bstn-blocks-course-cta__checklist-item\">Get access to VIP events and workshops<\/p><\/li><li><p class=\"bstn-blocks-course-cta__checklist-item\">Taught by industry experts<\/p><\/li><\/ul><a class=\"bstn-blocks-course-cta__cta-button\" href=\"https:\/\/brainstation.io\/course\/online\/data-analytics\">Learn more<\/a><\/div><div class=\"bstn-blocks-course-cta__course-container\"><h3 class=\"bstn-blocks-course-cta__course-list-heading\">RECOMMENDED Certifications<\/h3><ul class=\"bstn-blocks-course-cta__course-list\">\n<div class=\"wp-block-bstn-blocks-course-card bstn-blocks-course-card\"><a class=\"bstn-blocks-course-card__link-wrapper\" href=\"https:\/\/brainstation.io\/course\/online\/data-analytics\"><div class=\"bstn-blocks-course-card__title-group\"><span class=\"bstn-blocks-course-card__tag bstn-blocks-course-card__tag--yellow\">professional certificate<\/span><span class=\"bstn-blocks-course-card__title\" href=\"https:\/\/brainstation.io\/course\/online\/data-analytics\">AI Data Analyst Certification (DAC\u2122)<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 18 18\" class=\"bstn-blocks-course-card__link-icon\"><path fill=\"currentColor\" d=\"M6.345 12.743a1 1 0 0 0 1.31 1.511l5.477-4.749a1 1 0 0 0 0-1.511l-5.477-4.75a1.001 1.001 0 0 0-1.31 1.512l4.606 3.993z\"><\/path><\/svg><\/span><\/div><p class=\"bstn-blocks-course-card__description\">Earn the Data Analyst Certification (DAC\u2122)<\/p><\/a><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-course-card bstn-blocks-course-card\"><a class=\"bstn-blocks-course-card__link-wrapper\" href=\"https:\/\/brainstation.io\/course\/online\/artificial-intelligence\"><div class=\"bstn-blocks-course-card__title-group\"><span class=\"bstn-blocks-course-card__tag bstn-blocks-course-card__tag--yellow\">professional certificate<\/span><span class=\"bstn-blocks-course-card__title\" href=\"https:\/\/brainstation.io\/course\/online\/artificial-intelligence\">Artificial Intelligence Certification (AIC\u2122)<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 18 18\" class=\"bstn-blocks-course-card__link-icon\"><path fill=\"currentColor\" d=\"M6.345 12.743a1 1 0 0 0 1.31 1.511l5.477-4.749a1 1 0 0 0 0-1.511l-5.477-4.75a1.001 1.001 0 0 0-1.31 1.512l4.606 3.993z\"><\/path><\/svg><\/span><\/div><p class=\"bstn-blocks-course-card__description\">Earn the Artificial Intelligence Certification (AIC\u2122)<\/p><\/a><\/div>\n<\/ul><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"featured_media":0,"parent":0,"menu_order":0,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-127478","career-guide","type-career-guide","status-publish","format-standard","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide\/127478","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide"}],"about":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/types\/career-guide"}],"version-history":[{"count":10,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide\/127478\/revisions"}],"predecessor-version":[{"id":138973,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide\/127478\/revisions\/138973"}],"wp:attachment":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/media?parent=127478"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/categories?post=127478"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/tags?post=127478"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}