{"id":1089,"date":"2025-07-25T03:03:37","date_gmt":"2025-07-25T03:03:37","guid":{"rendered":"https:\/\/sertifikasidigital.id\/blog\/?p=1089"},"modified":"2025-07-25T03:03:38","modified_gmt":"2025-07-25T03:03:38","slug":"cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data","status":"publish","type":"post","link":"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/","title":{"rendered":"Cara Membaca Scatter Plot dan Manfaatnya dalam Analisis Data"},"content":{"rendered":"\n<p>Scatter plot adalah jenis grafik yang berguna dalam analisis data untuk melihat hubungan antara dua variabel numerik. <\/p>\n\n\n\n<p>Artikel ini membahas pengertian scatter plot, fungsi dalam analisis data, cara membuat dan menginterpretasikannya, serta penutup yang merangkum manfaat utamanya.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_75 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:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#Pengertian_Scatter_Plot\" >Pengertian Scatter Plot<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#Fungsi_Scatter_Plot_dalam_Analisis_Data\" >Fungsi Scatter Plot dalam Analisis Data<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#1_Menunjukkan_Hubungan_Antar_Variabel\" >1. Menunjukkan Hubungan Antar Variabel<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#2_Mengidentifikasi_Pola_Data\" >2. Mengidentifikasi Pola Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#3_Menemukan_Outlier\" >3. Menemukan Outlier<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#4_Mendukung_Pengambilan_Keputusan\" >4. Mendukung Pengambilan Keputusan<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#5_Visualisasi_Data_yang_Sederhana\" >5. Visualisasi Data yang Sederhana<\/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:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#Cara_Membuat_dan_Membaca_Scatter_Plot\" >Cara Membuat dan Membaca Scatter Plot<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#1_Siapkan_Data_Numerik\" >1. Siapkan Data Numerik<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#2_Gunakan_Tools_Visualisasi\" >2. Gunakan Tools Visualisasi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#3_Plot_Data_ke_Grafik\" >3. Plot Data ke Grafik<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#4_Analisis_Pola_yang_Muncul\" >4. Analisis Pola yang Muncul<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#5_Tambahkan_Garis_Tren_Opsional\" >5. Tambahkan Garis Tren (Opsional)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/sertifikasidigital.id\/blog\/cara-membaca-scatter-plot-dan-manfaatnya-dalam-analisis-data\/#Penutup\" >Penutup<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Pengertian_Scatter_Plot\"><\/span>Pengertian Scatter Plot<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Scatter plot adalah grafik dua dimensi yang menampilkan titik-titik data berdasarkan dua variabel numerik. Setiap titik mewakili satu pengamatan, dengan satu variabel diplot pada sumbu X dan variabel lainnya pada sumbu Y.<\/p>\n\n\n\n<p>Scatter plot biasa digunakan dalam analisis statistik dan eksplorasi data untuk mengidentifikasi korelasi, pola, atau outlier.<\/p>\n\n\n\n<p>Misalnya, digunakan untuk melihat apakah ada hubungan antara tinggi badan dan berat badan, atau antara pendapatan dan pengeluaran.<\/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:\/\/sertifikasidigital.id\/blog\/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=\"Fungsi_Scatter_Plot_dalam_Analisis_Data\"><\/span>Fungsi Scatter Plot dalam Analisis Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Menunjukkan_Hubungan_Antar_Variabel\"><\/span>1. Menunjukkan Hubungan Antar Variabel<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Scatter plot membantu melihat apakah dua variabel memiliki hubungan linear, non-linear, atau tidak memiliki korelasi sama sekali.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Mengidentifikasi_Pola_Data\"><\/span>2. Mengidentifikasi Pola Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Grafik ini memudahkan analis untuk mendeteksi pola seperti tren positif, tren negatif, atau hubungan kurva.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Menemukan_Outlier\"><\/span>3. Menemukan Outlier<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Scatter plot bisa menunjukkan data yang menyimpang dari pola umum, sehingga memudahkan untuk mendeteksi anomali.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Mendukung_Pengambilan_Keputusan\"><\/span>4. Mendukung Pengambilan Keputusan<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Dengan melihat hubungan antar variabel, scatter plot memberikan insight yang bisa digunakan dalam model prediktif atau perencanaan bisnis.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Visualisasi_Data_yang_Sederhana\"><\/span>5. Visualisasi Data yang Sederhana<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Scatter plot memberikan gambaran visual yang mudah dipahami bahkan oleh orang tanpa latar belakang statistik.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cara_Membuat_dan_Membaca_Scatter_Plot\"><\/span>Cara Membuat dan Membaca Scatter Plot<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Siapkan_Data_Numerik\"><\/span>1. Siapkan Data Numerik<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Pilih dua variabel numerik yang ingin dianalisis. Misalnya, jumlah jam belajar dan nilai ujian.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Gunakan_Tools_Visualisasi\"><\/span>2. Gunakan Tools Visualisasi<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Scatter plot bisa dibuat dengan Excel, Google Sheets, Python (Matplotlib\/Seaborn), atau software seperti Tableau dan Power BI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Plot_Data_ke_Grafik\"><\/span>3. Plot Data ke Grafik<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Variabel independen ditempatkan di sumbu X.<\/li>\n\n\n\n<li>Variabel dependen di sumbu Y.<br>Setiap titik menggambarkan satu pasang data.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Analisis_Pola_yang_Muncul\"><\/span>4. Analisis Pola yang Muncul<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Jika titik-titik naik searah: korelasi positif.<\/li>\n\n\n\n<li>Jika turun: korelasi negatif.<\/li>\n\n\n\n<li>Jika tersebar tanpa arah: tidak ada korelasi.<\/li>\n\n\n\n<li>Titik yang jauh dari lainnya bisa menjadi outlier.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Tambahkan_Garis_Tren_Opsional\"><\/span>5. Tambahkan Garis Tren (Opsional)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Untuk membantu melihat arah korelasi, tambahkan garis tren atau regresi jika diperlukan.<\/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>Scatter plot adalah alat sederhana namun sangat bermanfaat dalam analisis data. Grafik ini memudahkan identifikasi hubungan antar variabel, pola, dan anomali. <\/p>\n\n\n\n<p>Dengan memahami dan menggunakan scatter plot secara efektif, analis data dapat membuat kesimpulan yang lebih tajam dan mendukung pengambilan keputusan berbasis data yang lebih baik.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Scatter plot adalah jenis grafik yang berguna dalam analisis data untuk melihat hubungan antara dua variabel numerik. Artikel ini membahas pengertian scatter plot, fungsi dalam analisis data, cara membuat dan menginterpretasikannya, serta penutup yang merangkum manfaat utamanya. Pengertian Scatter Plot Scatter plot adalah grafik dua dimensi yang menampilkan titik-titik data berdasarkan dua variabel numerik. Setiap&#8230;<\/p>\n","protected":false},"author":1,"featured_media":1090,"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":[32],"tags":[259,258,260],"class_list":["post-1089","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analyst","tag-grafik-hubungan-data","tag-scatter-plot","tag-visualisasi-data","article","has-excerpt","has-avatar","has-author","has-date","has-comment-count","has-category-meta","has-read-more","has-title","has-post-media","thumbnail-"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Cara Membaca Scatter Plot dan Manfaatnya dalam Analisis Data - Tingkatkan Kepercayaan Setinggi Angkasa<\/title>\n<meta name=\"description\" content=\"Scatter plot adalah alat visual penting dalam analisis data. 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