{"id":614,"date":"2025-07-08T06:36:08","date_gmt":"2025-07-08T06:36:08","guid":{"rendered":"https:\/\/serkomi.com\/blog\/?p=614"},"modified":"2025-07-08T06:36:09","modified_gmt":"2025-07-08T06:36:09","slug":"kenali-peran-data-wrangling-dan-data-cleaning","status":"publish","type":"post","link":"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/","title":{"rendered":"Kenali Peran Data Wrangling dan Data Cleaning"},"content":{"rendered":"\n<p>Dalam proses analisis data, dua istilah yang sering muncul adalah data wrangling dan data cleaning. Keduanya merupakan tahapan penting yang membantu memastikan data yang akan digunakan bersih, rapi, dan siap dianalisis. <\/p>\n\n\n\n<p>Meskipun sering dianggap mirip, kedua proses ini memiliki fungsi dan ruang lingkup yang berbeda. Artikel ini akan membahas pengertian masing-masing istilah, perbedaannya, serta manfaat dan fungsinya dalam dunia data.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Apa_Itu_Data_Wrangling\" >Apa Itu Data Wrangling?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Apa_Itu_Data_Cleaning\" >Apa Itu Data Cleaning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Perbedaan_Data_Wrangling_vs_Data_Cleaning\" >Perbedaan Data Wrangling vs Data Cleaning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Manfaat_Data_Wrangling_dan_Data_Cleaning\" >Manfaat Data Wrangling dan Data Cleaning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Fungsi_Data_Wrangling_dan_Data_Cleaning\" >Fungsi Data Wrangling dan Data Cleaning<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Fungsi_Data_Wrangling\" >Fungsi Data Wrangling:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Fungsi_Data_Cleaning\" >Fungsi Data Cleaning:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/#Akhir_Kata\" >Akhir Kata<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Apa_Itu_Data_Wrangling\"><\/span>Apa Itu Data Wrangling?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data wrangling adalah proses mengubah dan memetakan data dari bentuk mentah menjadi format yang lebih berguna dan terstruktur untuk dianalisis. Proses ini melibatkan berbagai langkah, seperti:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Menggabungkan berbagai sumber data<\/li>\n\n\n\n<li>Mengubah tipe data<\/li>\n\n\n\n<li>Menyusun ulang kolom<\/li>\n\n\n\n<li>Menyesuaikan format tanggal dan waktu<\/li>\n\n\n\n<li>Menangani missing values<\/li>\n<\/ul>\n\n\n\n<p>Tujuan utama dari data wrangling adalah menjadikan data lebih mudah diproses oleh alat analisis dan model machine learning.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Apa_Itu_Data_Cleaning\"><\/span>Apa Itu Data Cleaning?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data cleaning atau pembersihan data adalah proses mengidentifikasi dan memperbaiki kesalahan atau inkonsistensi dalam data. Ini termasuk:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Menghapus data duplikat<\/li>\n\n\n\n<li>Memperbaiki nilai yang tidak valid atau tidak konsisten<\/li>\n\n\n\n<li>Menghapus data kosong atau tidak relevan<\/li>\n\n\n\n<li>Mengoreksi kesalahan pengetikan atau format<\/li>\n<\/ul>\n\n\n\n<p>Intinya, data cleaning bertujuan untuk meningkatkan kualitas data agar hasil analisis tidak bias atau menyesatkan.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-text-align-center\"><em><strong>Baca Juga: <a href=\"https:\/\/serkomi.com\/blog\/index.php\/2025\/06\/17\/sertifikasi-data-analyst\/\">Sertifikasi Data Analyst<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Perbedaan_Data_Wrangling_vs_Data_Cleaning\"><\/span>Perbedaan Data Wrangling vs Data Cleaning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Meskipun keduanya saling terkait dan sering dilakukan bersamaan, ada beberapa perbedaan utama:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Fokus Proses<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Data wrangling lebih fokus pada transformasi dan penggabungan data.<\/li>\n\n\n\n<li>Data cleaning lebih fokus pada perbaikan kesalahan dan inkonsistensi.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Tujuan<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Wrangling bertujuan menyiapkan data untuk analisis.<\/li>\n\n\n\n<li>Cleaning bertujuan memastikan data berkualitas tinggi.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Tahapan<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Data cleaning biasanya dilakukan lebih awal dalam proses wrangling.<\/li>\n\n\n\n<li>Data wrangling mencakup cleaning, tapi juga banyak proses lain seperti integrasi dan transformasi.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Manfaat_Data_Wrangling_dan_Data_Cleaning\"><\/span>Manfaat Data Wrangling dan Data Cleaning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Melakukan data wrangling dan cleaning secara menyeluruh memberikan berbagai manfaat, di antaranya:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Akurasi Analisis<\/strong>: Data bersih dan terstruktur menghasilkan wawasan yang lebih tepat.<\/li>\n\n\n\n<li><strong>Efisiensi Proses<\/strong>: Analisis dan pemodelan bisa berjalan lebih cepat jika data sudah siap pakai.<\/li>\n\n\n\n<li><strong>Kepercayaan terhadap Data<\/strong>: Hasil yang diambil dari data berkualitas akan lebih dipercaya oleh pengambil keputusan.<\/li>\n\n\n\n<li><strong>Penghematan Waktu<\/strong>: Menghindari kesalahan analisis akibat data yang buruk bisa menghemat banyak waktu dan sumber daya.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Fungsi_Data_Wrangling_dan_Data_Cleaning\"><\/span>Fungsi Data Wrangling dan Data Cleaning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Berikut ini adalah fungsi utama dari masing-masing proses:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Fungsi_Data_Wrangling\"><\/span>Fungsi Data Wrangling:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Menyiapkan data untuk analisis lanjutan<\/li>\n\n\n\n<li>Menyatukan data dari berbagai sumber<\/li>\n\n\n\n<li>Mengubah struktur data agar sesuai kebutuhan<\/li>\n\n\n\n<li>Memastikan format konsisten antar kolom dan sumber<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Fungsi_Data_Cleaning\"><\/span>Fungsi Data Cleaning:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Menjaga integritas data<\/li>\n\n\n\n<li>Mendeteksi dan memperbaiki anomali<\/li>\n\n\n\n<li>Menghapus nilai outlier atau noise<\/li>\n\n\n\n<li>Menyesuaikan data agar sesuai standar yang ditetapkan<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Akhir_Kata\"><\/span>Akhir Kata<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data wrangling dan data cleaning merupakan dua pilar penting dalam dunia data science dan analisis. Dengan memahami perbedaan, manfaat, dan fungsinya, para praktisi data dapat mempersiapkan data yang optimal sebelum masuk ke tahap analisis atau pemodelan. <\/p>\n\n\n\n<p>Meskipun terdengar teknis, kemampuan ini sangat penting untuk memastikan proses berbasis data berjalan efektif dan memberikan hasil yang akurat.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dalam proses analisis data, dua istilah yang sering muncul adalah data wrangling dan data cleaning. Keduanya merupakan tahapan penting yang membantu memastikan data yang akan digunakan bersih, rapi, dan siap dianalisis. Meskipun sering dianggap mirip, kedua proses ini memiliki fungsi dan ruang lingkup yang berbeda. Artikel ini akan membahas pengertian masing-masing istilah, perbedaannya, serta manfaat [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":615,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[110],"tags":[164,163,140,162],"class_list":["post-614","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analyst","tag-analisisdata","tag-datacleaning","tag-datascience-2","tag-datawrangling"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Kenali Peran Data Wrangling dan Data Cleaning - serkomi<\/title>\n<meta name=\"description\" content=\"Pelajari perbedaan dan manfaat antara data wrangling dan data cleaning untuk mendukung akurasi analisis data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/serkomi.com\/blog\/kenali-peran-data-wrangling-dan-data-cleaning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kenali Peran Data Wrangling dan Data Cleaning - 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