{"id":159456,"date":"2023-05-05T09:45:45","date_gmt":"2023-05-05T09:45:45","guid":{"rendered":"https:\/\/www.henryharvin.com\/blog\/?p=159456"},"modified":"2023-12-14T12:49:53","modified_gmt":"2023-12-14T12:49:53","slug":"what-is-data-wrangling","status":"publish","type":"post","link":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/","title":{"rendered":"What is Data Wrangling? Benefits, Tools, Examples and Skills"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400\">Are you a person who uses spreadsheets? Would you obsess over keeping your data organised? Do you think a workable format of data helps to interpret it effectively? If yes, then with or without your knowledge you are wrangling the <a href=\"https:\/\/en.wikipedia.org\/wiki\/Data\" target=\"_blank\" rel=\"noreferrer noopener\">data<\/a>. Surprised? Now, let&#8217;s discuss in detail, &#8220;What is Data Wrangling\u201d, an inevitable process in this internet world.<\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>What is Data Wrangling?<\/strong><\/span><\/h3>\n\n\n\n<p>It<span style=\"font-weight: 400\"> is the process of converting raw into clean data for useful insights and streamlined analysis. Of course, Data Wrangling is one of the essential fields in data science. It is usually done after data pre-processing.<\/span><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28063622\/campaign-creators-pypeCEaJeZY-unsplash-1-1024x741.jpg\" alt=\"What is Data Wrangling\" class=\"wp-image-159458\" width=\"695\" height=\"499\" \/><\/figure><\/div>\n\n\n\n<p><span style=\"font-weight: 400\">The term &#8220;data wrangling,&#8221; coined in the contemporary context of &#8220;agile analytics,&#8221; aims to describe the majority of time spent dealing with data. Furthermore, the conversion of raw data into a compatible format is carried out for many purposes. It includes real-time research, data accuracy, data analysis speed-up and so on.<\/span><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Data Wrangling <span style=\"font-weight: 400\">also known as Data cleaning, Data Remediation, and Data Munching boosts data usability. It can be done either manually or automatically, however, methods vary depending on the data leveraging.<\/span> <span style=\"font-weight: 400\">The most familiar data structure used to wrangle the data is the data frame; after all, it&#8217;s intuitive and possibly protean.&nbsp;<\/span><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">To advance one&#8217;s career in the data science field, it is crucial to study \u201cWhat is Data Wrangling\u201d and the importance of Data Wrangling.<\/span><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Join Henry Harvin&#8217;s <strong><a href=\"https:\/\/www.henryharvin.com\/data-science-course\" target=\"_blank\" rel=\"noreferrer noopener\">Data Science Course<\/a><\/strong> to advance your career and compete for high-paying positions like data analyst, Business analyst, data scientist, and much more.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Importance of Data Wrangling<\/strong><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"What is Data Science and Scope &amp; Benefits of Data Science Course in India | Henry Harvin Talk Show\" width=\"720\" height=\"405\" src=\"https:\/\/www.youtube.com\/embed\/cXf_F9eGc30?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<ul class=\"wp-block-list\"><li><span style=\"font-weight: 400\">Every piece of information is significant in this age of big data. However, organising voluminous data is equally important as gathering the data. Clean and organised data results in beneficial output. On the contrary, employing poor raw data will lead to scepticism about the outcome.<\/span><\/li><li><span style=\"font-weight: 400\">The cost of preventing raw bad data is lower compared to the cost of fixing the problematic data. When it comes to AI and machine learning, for instance, if you create a model using bad data, the resulting model will perform poorly.<\/span><\/li><li><span style=\"font-weight: 400\">Data wrangling turns out to be the most crucial step in the analysis. According to data scientists, better data is even more crucial than having the most effective algorithms.<\/span><\/li><li><span style=\"font-weight: 400\">Downstream processes are meaningless if it is not started with excellent data.<\/span><\/li><li><span style=\"font-weight: 400\">The foundation of the building should be robust although it is time-consuming. However, it is extremely necessary to keep the building strong and durable for decades. Similarly, Wrangling data is important in analysing to acquire insight and expedite data processing although it is time-consuming.<\/span><\/li><li><span style=\"font-weight: 400\">Makes raw data into quality data.<\/span><\/li><li><span style=\"font-weight: 400\">Organisations can achieve timely decisions with more accurate data.<\/span><\/li><li><span style=\"font-weight: 400\">Assembling all data from numerous sources into a single location for data analysis.<\/span><\/li><li><span style=\"font-weight: 400\">To spot significant outliers.<\/span><\/li><li><span style=\"font-weight: 400\">Deletes and cleans the irrelevant and unnecessary data, which enriches the data understanding.<\/span><\/li><li><span style=\"font-weight: 400\">Undoubtedly, understanding &#8220;What is Data Wrangling&#8221; not only helps with time-saving but also with cost-effectiveness while handling the data.<\/span><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Benefits of Data Wrangling<\/strong><\/span><\/h3>\n\n\n\n<p><span style=\"font-weight: 400\">In order to manage and prepare data for analysis, data scientists spend eighty per cent of their time. But, it is worth it as the benefits are endless.<\/span><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28063853\/2-3.png\" alt=\"Benefits of Data Wrangling\" class=\"wp-image-159459\" width=\"-98\" height=\"-43\" srcset=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28063853\/2-3.png 856w, https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28063853\/2-3-300x135.png 300w, https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28063853\/2-3-768x345.png 768w\" sizes=\"(max-width: 856px) 100vw, 856px\" \/><\/figure><\/div>\n\n\n\n<ul class=\"wp-block-list\"><li><span style=\"font-weight: 400\">Data Wrangling reduces unnecessary complications. It simplifies complex data into a versatile and compatible format for more accurate analysis.<\/span><\/li><li><span style=\"font-weight: 400\">It helps users simply process very large volumes of data and exchange data-flow strategies.<\/span><\/li><li><span style=\"font-weight: 400\">Distinguishes different sorts of data depending on the generated information.<\/span><\/li><li><span style=\"font-weight: 400\">Enriches data for behavioural research and company insights.<\/span><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Data Wrangling Process<\/strong><\/span><\/h3>\n\n\n\n<p><span style=\"font-weight: 400\">Eventually, the process of knowing data wrangling is mandatory in the study of \u201cwhat is Data Wrangling\u201d.It consists of the following 6 steps.<\/span><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28064021\/steps.png\" alt=\"What is Data Wrangling\" class=\"wp-image-159461\" width=\"641\" height=\"583\" \/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong> Discovering<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">First, you should know what kind of data you are going to use. Second, you should get an overview and familiarise yourself with the data. Third, get clear with the points to be removed.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong> Structuring<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">The process of preparing your data so that it is consistent and prepared for analysis. The type of analyses and what raw form your data is in will determine how you organise your data.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong> Cleaning<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">Third, the process of eliminating errors that could harm your analysis in the future. For instance, empty spaces, blank cells, incorrect words and so on.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"> <strong>Enriching<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">After you clean your data, you must decide whether you have all the data needed for analysis. Occasionally, the cleaned data might be less for the downstream process. This is where you have to enrich your data from external and internal sources such as social media reviews and revenues respectively.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong> Validation<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">It ensures that your enriched data is reliable, consistent, and well-structured.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong> Publishing<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">You can now share your validated data. Finally, you need to get your data ready before publishing. In other words, you are distributing the data inside your company or organisation to meet various analytical requirements. Additionally, you are exporting data to machine learning applications to run through previously learned models or to train new ones.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Data Wrangling Tools<\/strong><\/span><\/h3>\n\n\n\n<p><span style=\"font-weight: 400\">Some of the Data Wrangling tools facilitate data processing. On the other hand, others can help make data more organised and understandable. However, each one is beneficial to professionals as they manage data to the advantage of their organisations.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Organisations that deal with extremely large data volumes must automate data cleaning. The data team or data scientist is responsible for handling manual data cleansing activities.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">When learning about &#8220;what is data wrangling,&#8221; it is necessary to be familiar with data wrangling tools. The following is <\/span>the <span style=\"font-weight: 400\">brief list<\/span>.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1000\" height=\"729\" src=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28064518\/new.png\" alt=\"\" class=\"wp-image-159479\" srcset=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28064518\/new.png 1000w, https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28064518\/new-300x219.png 300w, https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28064518\/new-768x560.png 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Microsoft Excel<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">A spreadsheet platform is used to store and catalogue data.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Tabula<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">A straightforward, user-friendl<\/span>y<span style=\"font-weight: 400\"> tool used for all datasets.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Google DataPrep<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">A data cleaning tool that has to be programmed.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>OpenRefine<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">An open-source tool that cleans and transforms messy data into another format which needs programming skills.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Check out <strong><a href=\"https:\/\/www.henryharvin.com\/r-programming-data-science-course\" target=\"_blank\" rel=\"noreferrer noopener\">R Programming for Data Science<\/a><\/strong> Course by Henry Harvin which guarantees your growth as a Data Scientist.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Data wrangler<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">An interactive tool for data cleansing and transformation. Moreover, Spend more time analysing your data and less time preparing it.&nbsp;&nbsp;<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Mr.Data Converter<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">A tool to convert Excel data format to internet-friendly format. For example, JSON.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Talend<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">For data preparation and cleaning.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Alteryx<\/strong><\/span><\/h4>\n\n\n\n<p><span style=\"font-weight: 400\">A tool that supports an enormous amount of data. More than 100 already designed Data Wrangling Tools are available in Alteryx. Not only it covers topics including data profiling but also deals with find-and-replace and fuzzy matching.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400\">Indeed, the following real-time examples help you better comprehend \u201cWhat is Data Wrangling\u201d.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Examples of Data Wrangling<\/strong><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><span style=\"font-weight: 400\">Organising account information, client payments, and staff benefit data for a large firm. Besides, it may generate hundreds of millions of dollars in revenue each year.<\/span><\/li><li><span style=\"font-weight: 400\">In healthcare units, bills, medicine dosage, donations received, and patient lists are the pieces of information which should be kept organised. Undoubtedly, data wrangling is crucial in the end.<\/span><\/li><li><span style=\"font-weight: 400\">Combining information from different databases and sources into a single data set.<\/span><\/li><li><span style=\"font-weight: 400\">Filtering data based on regions, demographics, periods, etc.<\/span><\/li><li><span style=\"font-weight: 400\">Removing blank spaces between text in a document or blank cells in a spreadsheet.<\/span><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Significant Data wrangling skills<\/strong>&nbsp;<\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><span style=\"font-weight: 400\">Being a data scientist you should have expertise in Data wrangling. You should possess the skill of cleaning raw data, deleting outliers, removing null values, and converting the data into a usable format in other programmes.<\/span><\/li><li><span style=\"font-weight: 400\">As a data scientist, you should know how to use data from different sources.<\/span><\/li><li><span style=\"font-weight: 400\">You may analyse datasets, spot trends, generate visualisations, forecast future data, and more using open-source programming languages. For instance, R, Python, etc.,<\/span><\/li><li><span style=\"font-weight: 400\">Besides programming, database management helps data scientists to archive, read, and upgrade data.<\/span><\/li><li><span style=\"font-weight: 400\">Machine learning is the Artificial intelligence that enables data scientists to work with very massive data sets.<\/span><\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/28065213\/5-1.png\" alt=\"\" class=\"wp-image-159485\" width=\"581\" height=\"469\" \/><\/figure><\/div>\n\n\n\n<p><span style=\"font-weight: 400\">Also check,<\/span> the <span style=\"font-weight: 400\"><strong><a href=\"https:\/\/www.henryharvin.com\/data-science-analytics-academy\" target=\"_blank\" rel=\"noreferrer noopener\">Data Science &amp; Analytics Academy <\/a><\/strong>of Henry Harvin to know about the various courses relating to Data Science.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Conclusion<\/strong><\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400\">Data Wrangling ensures that you employ the most accurate and cleanest data. Also, it positions you for a successful workflow later on. <\/span>It <span style=\"font-weight: 400\">can be a laborious procedure. Even though, the effective outcomes will make you glad as a Data Analyst that you included it in the data analytics tools.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span style=\"font-weight: 400\"><strong>Recommended Reads<\/strong><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\"><li><span style=\"font-weight: 400\"><a href=\"https:\/\/www.henryharvin.com\/blog\/data-science-courses-bangalore\/\" target=\"_blank\" rel=\"noreferrer noopener\"> Top 10 Data Science Courses in Bangalore with Placement: 2023 [Updated].<\/a><\/span><\/li><li><span style=\"font-weight: 400\"><a href=\"https:\/\/www.henryharvin.com\/blog\/data-science-courses-gurgaon\/\" target=\"_blank\" rel=\"noreferrer noopener\"> Top 17 Data Science Courses in Gurgaon: 2023 [Updated].<\/a><\/span><\/li><li><span style=\"font-weight: 400\"> <\/span><a href=\"https:\/\/www.henryharvin.com\/blog\/data-science-courses-in-india\/\" target=\"_blank\" rel=\"noreferrer noopener\">Best 20 Data Science Course in India: 2023 [Updated].<\/a><\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Frequently Asked Questions<\/strong><\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1682667122768\"><strong class=\"schema-faq-question\">Q1. What is Data Wrangling?<\/strong> <p class=\"schema-faq-answer\">Data Wrangling is the procedure or process of converting raw data into a clean, structured, error-free format. Not only Data Munging but it is also called\u00a0 Data Remediation.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1682667180227\"><strong class=\"schema-faq-question\">Q2. How will you differentiate ETL and Data Wrangling?<\/strong> <p class=\"schema-faq-answer\">ETL (extract, transform, load) is a method for integrating data whereas Data Wrangling is the process of extracting data and turning it into a usable format.\u00a0<br \/>Comparing ETL, Data wrangling is a less structured process.<br \/><\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1682667220065\"><strong class=\"schema-faq-question\">Q3. Is Data Wrangling a Part of Data Science?<\/strong> <p class=\"schema-faq-answer\">Of course. In order to get the data organised, clean, and suitable for use in machine learning procedures, report production, and associated procedures, data analytics teams frequently spend 50\u201380% of their time working on these tedious chores.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1682667253814\"><strong class=\"schema-faq-question\">Q4. What is the salary of a Data scientist in India?<\/strong> <p class=\"schema-faq-answer\">In India, the average salary of a Data scientist ranges from 3.6 Lakhs to 26.0 Lakhs Rupees according to AmbitionBox estimate.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1682667286686\"><strong class=\"schema-faq-question\">Q5. Is it worth studying\u00a0 Data Science for Career growth?<\/strong> <p class=\"schema-faq-answer\">Undoubtedly, Yes. A job in data science offers great opportunities for future growth. Moreover, LinkedIn and Glassdoor labelled Data Scientists as \u201cthe most promising career\u201d and the \u201cbest job in America\u201d\u00a0 respectively due to its high demand, attractive salary, and plenty of benefits.<\/p> <\/div> <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Are you a person who uses spreadsheets? Would you obsess over keeping your data organised? Do you think a workable&#8230;<\/p>\n","protected":false},"author":970,"featured_media":160200,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","two_page_speed":[],"footnotes":""},"categories":[118],"tags":[],"class_list":["post-159456","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is Data Wrangling<\/title>\n<meta name=\"description\" content=\"This article What is Data Wrangling helps to boost the career of people who wants to excel in the field of data science.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Data Wrangling\" \/>\n<meta property=\"og:description\" content=\"This article What is Data Wrangling helps to boost the career of people who wants to excel in the field of data science.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/\" \/>\n<meta property=\"og:site_name\" content=\"Henry Harvin Blog\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-05T09:45:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-14T12:49:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/05\/05123915\/b6110aa5-e80f-43d8-8462-150e8e844353.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"1067\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Priya Ranjith\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@henryharvin_in\" \/>\n<meta name=\"twitter:site\" content=\"@henryharvin_in\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Priya Ranjith\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.henryharvin.com\\\/blog\\\/what-is-data-wrangling\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.henryharvin.com\\\/blog\\\/what-is-data-wrangling\\\/\"},\"author\":{\"name\":\"Priya Ranjith\",\"@id\":\"https:\\\/\\\/www.henryharvin.com\\\/blog\\\/#\\\/schema\\\/person\\\/0a37ac55f26d40ab356861bcb766269c\"},\"headline\":\"What is Data Wrangling? 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As he progressed in his career, he realized that the most compelling stories communicate through multi-sensory messaging - a powerful combination of visual, verbal, and intuitive content."},{"@type":"Person","@id":"https:\/\/www.henryharvin.com\/blog\/#\/schema\/person\/0a37ac55f26d40ab356861bcb766269c","name":"Priya Ranjith","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/13193234\/2018-04-08-14-25-24-597-150x150.jpg","url":"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/13193234\/2018-04-08-14-25-24-597-150x150.jpg","contentUrl":"https:\/\/hh-certificates.sgp1.digitaloceanspaces.com\/blog\/wp-content\/uploads\/2023\/04\/13193234\/2018-04-08-14-25-24-597-150x150.jpg","caption":"Priya Ranjith"},"description":"I am passionate about writing content that promotes education and skill development. I enjoy exploring topics that support learning. 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Not only Data Munging but it is also called\u00a0 Data Remediation.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667180227","position":2,"url":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667180227","name":"Q2. How will you differentiate ETL and Data Wrangling?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"ETL (extract, transform, load) is a method for integrating data whereas Data Wrangling is the process of extracting data and turning it into a usable format.\u00a0<br \/>Comparing ETL, Data wrangling is a less structured process.<br \/>","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667220065","position":3,"url":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667220065","name":"Q3. Is Data Wrangling a Part of Data Science?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Of course. In order to get the data organised, clean, and suitable for use in machine learning procedures, report production, and associated procedures, data analytics teams frequently spend 50\u201380% of their time working on these tedious chores.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667253814","position":4,"url":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667253814","name":"Q4. What is the salary of a Data scientist in India?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"In India, the average salary of a Data scientist ranges from 3.6 Lakhs to 26.0 Lakhs Rupees according to AmbitionBox estimate.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667286686","position":5,"url":"https:\/\/www.henryharvin.com\/blog\/what-is-data-wrangling\/#faq-question-1682667286686","name":"Q5. Is it worth studying\u00a0 Data Science for Career growth?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Undoubtedly, Yes. A job in data science offers great opportunities for future growth. Moreover, LinkedIn and Glassdoor labelled Data Scientists as \u201cthe most promising career\u201d and the \u201cbest job in America\u201d\u00a0 respectively due to its high demand, attractive salary, and plenty of benefits.","inLanguage":"en-US"},"inLanguage":"en-US"}]}},"views":917,"_links":{"self":[{"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/posts\/159456","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/users\/970"}],"replies":[{"embeddable":true,"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/comments?post=159456"}],"version-history":[{"count":0,"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/posts\/159456\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/media\/160200"}],"wp:attachment":[{"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/media?parent=159456"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/categories?post=159456"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.henryharvin.com\/blog\/wp-json\/wp\/v2\/tags?post=159456"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}