{"id":648,"date":"2025-07-15T08:02:53","date_gmt":"2025-07-15T08:02:53","guid":{"rendered":"https:\/\/skemadigital.id\/blog\/?p=648"},"modified":"2025-07-15T08:02:56","modified_gmt":"2025-07-15T08:02:56","slug":"cara-melakukan-churn-analysis","status":"publish","type":"post","link":"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/","title":{"rendered":"Cara Melakukan Churn Analysis"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Kamu pernah nggak sih bingung, kenapa tiba-tiba pelanggan nggak lagi pakai produk atau layanan yang kamu kasih? Nah, itulah yang disebut dengan churn. Dalam dunia bisnis, terutama yang berbasis langganan atau fokus ke retensi pelanggan, memahami kenapa pelanggan &#8220;pergi&#8221; itu sangat penting. Di sinilah pentingnya Cara Melakukan Churn Analysis untuk bantu kamu memahami alasan di balik churn dan ambil langkah yang tepat.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Churn analysis<\/em> atau analisis pelanggan yang berhenti adalah proses untuk mengidentifikasi dan memahami alasan di balik perilaku pelanggan yang tidak lagi menggunakan produk atau jasa. Dengan memahami hal ini, kamu bisa mengambil langkah strategis untuk mengurangi churn dan meningkatkan loyalitas pelanggan.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yuk, cari tahu bareng gimana cara ngelakuin churn analysis dengan langkah-langkah yang jelas tapi tetap gampang dimengerti.<\/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:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#Apa_Itu_Churn\" >Apa Itu Churn?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#Kenapa_Churn_Analysis_Penting\" >Kenapa Churn Analysis Penting?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#Langkah-langkah_Cara_Melakukan_Churn_Analysis\" >Langkah-langkah Cara Melakukan Churn Analysis<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#1_Kumpulkan_Data_Pelanggan\" >1. Kumpulkan Data Pelanggan<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#2_Tentukan_Definisi_Churn\" >2. Tentukan Definisi Churn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#3_Buat_Segmentasi_Pelanggan\" >3. Buat Segmentasi Pelanggan<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#4_Gunakan_Metode_Analisis\" >4. Gunakan Metode Analisis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#5_Interpretasikan_Hasil_dan_Ambil_Tindakan\" >5. Interpretasikan Hasil dan Ambil Tindakan<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#6_Uji_dan_Evaluasi_Strategi_Retensi\" >6. Uji dan Evaluasi Strategi Retensi<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/#Penutup\" >Penutup<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Apa_Itu_Churn\"><\/span><strong>Apa Itu Churn?<\/strong><strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"523\" height=\"351\" src=\"https:\/\/skemadigital.id\/blog\/wp-content\/uploads\/2025\/06\/Cuplikan-layar-2025-06-12-213653.jpeg\" alt=\"Cara Melakukan Churn Analysis\" class=\"wp-image-416\" style=\"width:770px;height:auto\" srcset=\"https:\/\/skemadigital.id\/blog\/wp-content\/uploads\/2025\/06\/Cuplikan-layar-2025-06-12-213653.jpeg 523w, https:\/\/skemadigital.id\/blog\/wp-content\/uploads\/2025\/06\/Cuplikan-layar-2025-06-12-213653-300x201.jpeg 300w\" sizes=\"(max-width: 523px) 100vw, 523px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Sebelum masuk ke teknis, kita perlu pahami dulu apa itu churn. Churn adalah kondisi ketika pelanggan berhenti berlangganan atau tidak lagi membeli produk\/jasa dalam periode waktu tertentu. Tingkat churn yang tinggi bisa menjadi sinyal bahwa ada masalah dalam layanan, produk, atau bahkan komunikasi brand-mu.<\/p>\n\n\n\n<p class=\"has-text-align-center has-cyan-bluish-gray-background-color has-background has-medium-font-size wp-block-paragraph\">Baca juga: <a href=\"https:\/\/skemadigital.id\/blog\/sertifikasi-data-analyst\/\">Sertifikasi Data Analyst<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kenapa_Churn_Analysis_Penting\"><\/span>Kenapa Churn Analysis Penting?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Soalnya, menjaga pelanggan lama itu jauh lebih hemat dibanding cari pelanggan baru.Dengan churn analysis, kamu bisa:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mengetahui penyebab utama pelanggan berhenti.<\/li>\n\n\n\n<li>Memprediksi siapa saja yang berisiko churn di masa depan.<\/li>\n\n\n\n<li>Menyusun strategi retensi yang lebih efektif.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Langkah-langkah_Cara_Melakukan_Churn_Analysis\"><\/span>Langkah-langkah Cara Melakukan Churn Analysis<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Nah, sekarang kita masuk ke bagian intinya: sebenarnya gimana sih cara ngelakuin churn analysis?Tenang aja, kamu nggak perlu jadi data scientist dulu kok untuk mulai memahami ini. Yang penting, ikuti langkah-langkah berikut ini.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Kumpulkan_Data_Pelanggan\"><\/span>1. Kumpulkan Data Pelanggan<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Langkah pertama adalah mengumpulkan data. Ini bisa berupa data demografi, perilaku penggunaan, riwayat pembelian, hingga interaksi dengan customer service. Semakin lengkap data yang kamu miliki, semakin akurat pula analisis yang bisa kamu lakukan.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Tentukan_Definisi_Churn\"><\/span>2. Tentukan Definisi Churn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Setiap bisnis punya definisi churn yang berbeda. Misalnya, untuk layanan streaming, pelanggan dianggap churn jika tidak memperpanjang langganan. Untuk e-commerce, bisa berarti pelanggan tidak melakukan pembelian dalam tiga bulan terakhir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Buat_Segmentasi_Pelanggan\"><\/span>3. Buat Segmentasi Pelanggan<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pisahkan pelanggan berdasarkan kategori tertentu, seperti umur, lokasi, frekuensi pembelian, dan lainnya. Ini akan membantu kamu melihat pola dan tren churn di tiap segmen.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Gunakan_Metode_Analisis\"><\/span>4. Gunakan Metode Analisis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Di tahap ini, kamu bisa mulai menerapkan berbagai metode analisis seperti:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cohort Analysis<\/strong>: Melihat perilaku kelompok pelanggan dari waktu ke waktu.<\/li>\n\n\n\n<li><strong>Predictive Modeling<\/strong>: Menggunakan machine learning untuk memprediksi pelanggan mana yang kemungkinan besar akan churn.<\/li>\n\n\n\n<li><strong>Customer Journey Mapping<\/strong>: Menganalisis titik-titik interaksi pelanggan untuk menemukan potensi penyebab churn.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Interpretasikan_Hasil_dan_Ambil_Tindakan\"><\/span>5. Interpretasikan Hasil dan Ambil Tindakan<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Dari hasil analisis, kamu akan mendapatkan insight penting. Misalnya, banyak pelanggan churn setelah mengalami masalah teknis tanpa respons cepat dari customer service. Maka, langkah selanjutnya bisa berupa peningkatan kualitas layanan pelanggan atau pemberian insentif untuk pelanggan yang mengalami masalah.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_Uji_dan_Evaluasi_Strategi_Retensi\"><\/span>6. Uji dan Evaluasi Strategi Retensi<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Setelah menerapkan solusi berdasarkan hasil analisis, jangan lupa untuk menguji dan mengevaluasi efektivitas strategi tersebut. Apakah tingkat churn menurun? Apakah pelanggan merasa lebih puas?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Penutup\"><\/span>Penutup<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Churn analysis bukanlah hal yang eksklusif hanya untuk perusahaan besar. Dengan pendekatan yang tepat, bisnis kecil sekalipun bisa memanfaatkannya untuk mempertahankan pelanggan dan tumbuh lebih kuat. Jadi, jangan takut untuk mulai! Semakin kamu paham tentang perilaku pelangganmu, semakin besar peluang untuk membuat mereka tetap setia.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Selamat mencoba!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kamu pernah nggak sih bingung, kenapa tiba-tiba pelanggan nggak lagi pakai produk atau layanan yang kamu kasih? Nah, itulah yang disebut dengan churn. Dalam dunia bisnis, terutama yang berbasis langganan atau fokus ke retensi pelanggan, memahami kenapa pelanggan &#8220;pergi&#8221; itu sangat penting. Di sinilah pentingnya Cara Melakukan Churn Analysis untuk bantu kamu memahami alasan di [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":650,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"categories":[54],"tags":[138],"class_list":["post-648","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-analyst","tag-cara-melakukan-churn-analysis"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Cara Melakukan Churn Analysis - skemadigital<\/title>\n<meta name=\"description\" content=\"Yuk, pelajari Cara Melakukan Churn Analysis \u2014 biar kamu tahu kenapa pelanggan pergi dan bisa ambil langkah buat mempertahankan mereka!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skemadigital.id\/blog\/cara-melakukan-churn-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cara Melakukan Churn Analysis - 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