{"id":16763,"date":"2025-03-24T12:54:42","date_gmt":"2025-03-24T12:54:42","guid":{"rendered":"https:\/\/unp.education\/content\/?p=16763"},"modified":"2025-03-24T12:54:42","modified_gmt":"2025-03-24T12:54:42","slug":"is-it-possible-to-learn-data-science-without-learning-statistics","status":"publish","type":"post","link":"https:\/\/unp.education\/content\/is-it-possible-to-learn-data-science-without-learning-statistics\/","title":{"rendered":"Is it possible to learn data science without learning statistics October 2024?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"16763\" class=\"elementor elementor-16763\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e748229 e-flex e-con-boxed e-con e-parent\" data-id=\"e748229\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa3ee69 elementor-widget elementor-widget-text-editor\" data-id=\"fa3ee69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data science has emerged as one of the most sought-after skills in the digital age, playing a pivotal role in various industries. However, the heavy reliance on statistics often intimidates newcomers. This article explores whether it is possible to learn data science without a deep understanding of statistics and provides a roadmap for those who wish to delve into this field without becoming experts in statistics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-552a0906 e-flex e-con-boxed e-con e-parent\" data-id=\"552a0906\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-311c5877 e-con-full e-flex e-con e-child\" data-id=\"311c5877\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4acc70b1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"4acc70b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Ready to take you Data Science and Machine Learning skills to the next level? Check out our comprehensive Mastering Data Science and ML with Python course.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4b2f45e2 e-con-full e-flex e-con e-child\" data-id=\"4b2f45e2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5ef6a3 elementor-widget elementor-widget-image\" data-id=\"4b5ef6a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png\" class=\"attachment-medium size-medium wp-image-15815\" alt=\"Mastering Data Science and ML with Python\" srcset=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png.webp 300w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-1024x576.png.webp 1024w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-768x432.png.webp 768w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-600x338.png.webp 600w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194.png.webp 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f0abcd2 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2f0abcd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/unp.education\/course-overview\/mastering-data-science-and-ml-with-python\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Register Now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-416ecbc e-flex e-con-boxed e-con e-parent\" data-id=\"416ecbc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-82df07c elementor-widget elementor-widget-heading\" data-id=\"82df07c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Understanding Data Science<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79bfa49 elementor-widget elementor-widget-text-editor\" data-id=\"79bfa49\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>What is Data Science?<\/strong><br \/>Data science is an interdisciplinary field that utilizes scientific methods, processes, algorithms, and systems to extract knowledge and insights from structured and unstructured data. It combines elements from mathematics, statistics, computer science, and domain expertise.<\/p><p><strong>Key Components of Data Science<\/strong><br \/>The core components of data science include data collection, data cleaning, data analysis, machine learning, and data visualization. While statistics is traditionally considered a fundamental part of data science, many of these components can be approached without advanced statistical knowledge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-be45837 e-flex e-con-boxed e-con e-parent\" data-id=\"be45837\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f384926 elementor-widget elementor-widget-heading\" data-id=\"f384926\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Role of Statistics in Data Science<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17c682b elementor-widget elementor-widget-text-editor\" data-id=\"17c682b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Why Statistics is Important in Data Science<\/strong><br \/>Statistics provides the foundation for data analysis, helping to infer patterns and make predictions from data. It is essential for understanding data distributions, testing hypotheses, and building models that generalize well to unseen data.<\/p><p><strong>Common Misconceptions about Statistics and Data Science<\/strong><br \/>A common misconception is that mastering statistics is the only way to succeed in data science. While statistics is undeniably important, many areas of data science rely more on programming, data wrangling, and domain knowledge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-67f5e5e e-flex e-con-boxed e-con e-parent\" data-id=\"67f5e5e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5f45c4c e-con-full e-flex e-con e-child\" data-id=\"5f45c4c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0aa4026 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"0aa4026\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Ready to take you Data Science and Machine Learning skills to the next level? Check out our comprehensive Mastering Data Science and ML with Python course.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-86f68ba e-con-full e-flex e-con e-child\" data-id=\"86f68ba\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f79fb4f elementor-widget elementor-widget-image\" data-id=\"f79fb4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png\" class=\"attachment-medium size-medium wp-image-15815\" alt=\"Mastering Data Science and ML with Python\" srcset=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png.webp 300w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-1024x576.png.webp 1024w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-768x432.png.webp 768w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-600x338.png.webp 600w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194.png.webp 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8799bb elementor-align-center elementor-widget elementor-widget-button\" data-id=\"a8799bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/unp.education\/course-overview\/mastering-data-science-and-ml-with-python\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Register Now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b9e6c15 e-flex e-con-boxed e-con e-parent\" data-id=\"b9e6c15\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ff5bd32 elementor-widget elementor-widget-heading\" data-id=\"ff5bd32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Learning Data Science Without Deep Statistics<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b55927e elementor-widget elementor-widget-text-editor\" data-id=\"b55927e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Can You Learn Data Science Without Statistics?<\/strong><br \/>Yes, it is possible to learn data science without a deep dive into statistics. By focusing on specific areas of data science, such as data wrangling, visualization, and machine learning with pre-built models, you can develop valuable skills without mastering advanced statistics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d311d0 e-flex e-con-boxed e-con e-parent\" data-id=\"1d311d0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f4c737 elementor-widget elementor-widget-heading\" data-id=\"1f4c737\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Areas of Data Science That Don\u2019t Rely Heavily on Statistics<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-988c833 elementor-widget elementor-widget-text-editor\" data-id=\"988c833\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Data Wrangling:<\/strong> The process of cleaning and organizing data.<\/li><li><strong>Data Visualization:<\/strong> Creating visual representations of data.<\/li><li><strong>Machine Learning (Using Pre-built Models):<\/strong> Applying machine learning techniques without building models from scratch.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fd2dc39 e-flex e-con-boxed e-con e-parent\" data-id=\"fd2dc39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e8df747 elementor-widget elementor-widget-heading\" data-id=\"e8df747\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Data Science Skills You Can Master Without Statistics<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92692b0 elementor-widget elementor-widget-text-editor\" data-id=\"92692b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Programming (Python, R):<\/strong> Essential for automating data tasks.<\/li><li><strong>Data Visualization (Tableau, Power BI):<\/strong> Crucial for presenting insights.<\/li><li><strong>Data Cleaning:<\/strong> The backbone of accurate data analysis<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31c6bed e-flex e-con-boxed e-con e-parent\" data-id=\"31c6bed\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-663c8e2 e-con-full e-flex e-con e-child\" data-id=\"663c8e2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bf4463d elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"bf4463d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Ready to take you Data Science and Machine Learning skills to the next level? Check out our comprehensive Mastering Data Science and ML with Python course.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-780d454 e-con-full e-flex e-con e-child\" data-id=\"780d454\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54c8db2 elementor-widget elementor-widget-image\" data-id=\"54c8db2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png\" class=\"attachment-medium size-medium wp-image-15815\" alt=\"Mastering Data Science and ML with Python\" srcset=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png.webp 300w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-1024x576.png.webp 1024w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-768x432.png.webp 768w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-600x338.png.webp 600w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194.png.webp 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c347cdd elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c347cdd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/unp.education\/course-overview\/mastering-data-science-and-ml-with-python\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Register Now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-37267b9 e-flex e-con-boxed e-con e-parent\" data-id=\"37267b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3fb315 elementor-widget elementor-widget-heading\" data-id=\"a3fb315\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Beginner's Guide to Data Science Without Statistics<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b2cebb elementor-widget elementor-widget-text-editor\" data-id=\"4b2cebb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><p><strong>Where to Start: Essential Tools and Resources<\/strong><br \/>Begin with learning Python or R, as these programming languages are the backbone of data science. Tools like Tableau or Power BI are excellent for data visualization without requiring statistical expertise.<\/p><p><strong>Recommended Learning Path<\/strong><\/p><ol><li>Start with Python programming.<\/li><li>Learn data wrangling techniques.<\/li><li>Master data visualization tools.<\/li><li>Explore machine learning using pre-built models.<\/li><\/ol><p><strong>Projects to Build Confidence Without Heavy Statistics<\/strong><\/p><ul><li><strong>Analyze a Dataset:<\/strong> Use Python to clean and visualize the data.<\/li><li><strong>Create Dashboards:<\/strong> Utilize Power BI to present insights.<\/li><li><strong>Apply Pre-built Models:<\/strong> Use existing machine learning models to predict outcomes.<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7f6ca3a e-flex e-con-boxed e-con e-parent\" data-id=\"7f6ca3a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18dee99 elementor-widget elementor-widget-heading\" data-id=\"18dee99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Expert Insights: Is Statistics Necessary?<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c9c4e1 elementor-widget elementor-widget-text-editor\" data-id=\"6c9c4e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><p><strong>Perspectives from Data Science Experts<\/strong><br \/>Many data scientists believe that while statistics is valuable, it is not always necessary to dive deeply into it to be successful. The key is to understand the basics and apply them as needed.<\/p><p><strong>Case Studies: Success Stories of Non-Statistical Learners<\/strong><br \/>There are numerous examples of successful data scientists who have excelled by focusing on programming, data visualization, and applying pre-built models rather than becoming statistics experts.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4b00828 e-flex e-con-boxed e-con e-parent\" data-id=\"4b00828\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-588bdc1 elementor-widget elementor-widget-heading\" data-id=\"588bdc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf834b5 elementor-widget elementor-widget-text-editor\" data-id=\"bf834b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It is entirely possible to pursue a career in data science without deep statistical knowledge. By focusing on programming, data wrangling, and visualization, you can build a strong foundation in data science.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c354cc e-flex e-con-boxed e-con e-parent\" data-id=\"5c354cc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-283c0ab e-con-full e-flex e-con e-child\" data-id=\"283c0ab\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d8f24d elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"1d8f24d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Ready to take you Data Science and Machine Learning skills to the next level? Check out our comprehensive Mastering Data Science and ML with Python course.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3fc7241 e-con-full e-flex e-con e-child\" data-id=\"3fc7241\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-173ec66 elementor-widget elementor-widget-image\" data-id=\"173ec66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png\" class=\"attachment-medium size-medium wp-image-15815\" alt=\"Mastering Data Science and ML with Python\" srcset=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png.webp 300w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-1024x576.png.webp 1024w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-768x432.png.webp 768w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-600x338.png.webp 600w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194.png.webp 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3db7282 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3db7282\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/unp.education\/course-overview\/mastering-data-science-and-ml-with-python\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Register Now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b55dd02 e-flex e-con-boxed e-con e-parent\" data-id=\"b55dd02\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5682c9d elementor-widget elementor-widget-heading\" data-id=\"5682c9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Our Students Testimonials:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-167f71f e-con-full e-flex e-con e-child\" data-id=\"167f71f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d75d5b9 e-con-full e-flex e-con e-child\" data-id=\"d75d5b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ab6740d e-con-full e-flex e-con e-child\" data-id=\"ab6740d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f366471 elementor-widget elementor-widget-video\" data-id=\"f366471\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/aVxP3zF0YsE?si=Yz6aLB9NGCNKCBz6&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-239276f e-con-full e-flex e-con e-child\" data-id=\"239276f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae51cef elementor-widget elementor-widget-video\" data-id=\"ae51cef\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/Cv92eezCg9w?si=6ca76uOqbVoPdgEI&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31667d7 e-con-full e-flex e-con e-child\" data-id=\"31667d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5a2f238 e-con-full e-flex e-con e-child\" data-id=\"5a2f238\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cbbfc34 elementor-widget elementor-widget-video\" data-id=\"cbbfc34\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/iALhOYlbkCQ?si=N8pEWOfhvEVPyEub&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5d42eb9 e-con-full e-flex e-con e-child\" data-id=\"5d42eb9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1690f90 elementor-widget elementor-widget-video\" data-id=\"1690f90\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/BGv6TJxGizc?si=N6C5kh1xYnG8b8Zr&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9750440 e-flex e-con-boxed e-con e-parent\" data-id=\"9750440\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2acfa0 elementor-widget elementor-widget-heading\" data-id=\"b2acfa0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">FAQs<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afe5991 elementor-widget elementor-widget-text-editor\" data-id=\"afe5991\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Can you do data science without strong statistics skills?<\/strong><br \/>Yes, you can focus on areas like data wrangling, visualization, and using pre-built machine learning models.<\/p><p><strong>What are the core skills required for data science?<\/strong><br \/>Core skills include programming (Python\/R), data visualization, data wrangling, and basic statistical understanding.<\/p><p><strong>How can beginners start learning data science?<\/strong><br \/>Beginners can start by learning Python, exploring data wrangling techniques, and mastering visualization tools like Tableau.<\/p><p><strong>What tools should I learn first in data science?<\/strong><br \/>Start with Python for programming and Tableau or Power BI for data visualization.<\/p><p><strong>Are there jobs in data science that don\u2019t require statistics?<\/strong><br \/>Yes, roles like data analyst, business intelligence professional, and data engineer often do not require deep statistical knowledge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3105b03 e-flex e-con-boxed e-con e-parent\" data-id=\"3105b03\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-eb0081a e-con-full e-flex e-con e-child\" data-id=\"eb0081a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fc515c4 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"fc515c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/aVxP3zF0YsE?si=Yz6aLB9NGCNKCBz6&quot;,&quot;lazy_load&quot;:&quot;yes&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55fc485 e-flex e-con-boxed e-con e-parent\" data-id=\"55fc485\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fb06622 e-con-full e-flex e-con e-child\" data-id=\"fb06622\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-171a1f7 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"171a1f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Ready to take you Data Science and Machine Learning skills to the next level? Check out our comprehensive Mastering Data Science and ML with Python course.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-11f985f e-con-full e-flex e-con e-child\" data-id=\"11f985f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6043bac elementor-widget elementor-widget-image\" data-id=\"6043bac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png\" class=\"attachment-medium size-medium wp-image-15815\" alt=\"Mastering Data Science and ML with Python\" srcset=\"https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-300x169.png.webp 300w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-1024x576.png.webp 1024w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-768x432.png.webp 768w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194-600x338.png.webp 600w, https:\/\/unp.education\/content\/wp-content\/uploads\/2024\/07\/Mastering-Data-Science-ML-with-Python_1721672148194.png.webp 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d40a1d elementor-align-center elementor-widget elementor-widget-button\" data-id=\"9d40a1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/unp.education\/course-overview\/mastering-data-science-and-ml-with-python\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Register Now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data science has emerged as one of the most sought-after skills in the digital age, playing a pivotal role in various industries. However, the heavy reliance on statistics often intimidates newcomers. This article explores whether it is possible to learn data science without a deep understanding of statistics and provides a roadmap for those who &#8230; <a title=\"Is it possible to learn data science without learning statistics October 2024?\" class=\"read-more\" href=\"https:\/\/unp.education\/content\/is-it-possible-to-learn-data-science-without-learning-statistics\/\" aria-label=\"Read more about Is it possible to learn data science without learning statistics October 2024?\">Read more<\/a><\/p>\n","protected":false},"author":7951,"featured_media":16791,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18,17,16,19,21],"tags":[],"class_list":["post-16763","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-interview-preparation","category-data-analysis","category-data-science","category-machine-learning","category-python-coding"],"_links":{"self":[{"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/posts\/16763","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/users\/7951"}],"replies":[{"embeddable":true,"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/comments?post=16763"}],"version-history":[{"count":11,"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/posts\/16763\/revisions"}],"predecessor-version":[{"id":17375,"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/posts\/16763\/revisions\/17375"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/media\/16791"}],"wp:attachment":[{"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/media?parent=16763"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/categories?post=16763"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/unp.education\/content\/wp-json\/wp\/v2\/tags?post=16763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}