{"id":5633,"date":"2025-01-10T15:57:58","date_gmt":"2025-01-10T06:57:58","guid":{"rendered":"https:\/\/cm-plus.co.jp\/id\/?page_id=5633"},"modified":"2025-09-25T15:35:35","modified_gmt":"2025-09-25T06:35:35","slug":"data_integrity","status":"publish","type":"page","link":"https:\/\/cm-plus.co.jp\/id\/service\/consulting\/data_integrity\/","title":{"rendered":"Data Integrity (DI) Consulting"},"content":{"rendered":"<div id=\"contamination_control_strategy\">\n<div id=\"pagePath\">\n<ul>\n<li><a href=\"https:\/\/cm-plus.co.jp\/id\/\"><\/a>\/<Beranda\/li>\n<li><a href=\"https:\/\/cm-plus.co.jp\/id\/service\/\">Servis<\/a>\/<\/li>\n<li><a href=\"https:\/\/cm-plus.co.jp\/id\/service\/consulting\/\">Konsultasi<\/a>\/<\/li>\n<li>Konsultasi Integritas Data (DI)<\/li>\n<\/ul>\n<\/div>\n<div class=\"h1Sub\">\n<div class=\"content\">\n<h1 class=\"h1Ttl\"><span class=\"subSpan\">Konsultasi<\/span><br class=\"wpTag\">Konsultasi Integritas Data (DI)<br \/>\n<span class=\"h1Photo\"><br \/>\n<span class=\"maskBox\"><br \/>\n\t<span class=\"topCover\"><br \/>\n<img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/id\/wp-content\/themes\/cmplus\/image\/common\/key01.webp\" alt=\"Consulting Data Integrity (DI) Consulting\"><br \/>\n<\/span><br \/>\n<span class=\"btmImg01\"><br \/>\n<img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/id\/wp-content\/uploads\/2025\/01\/data_integrity_KEYVISUAL___.jpg\" alt=\"Consulting Data Integrity (DI) Consulting\"><br \/>\n<\/span><br \/>\n<span class=\"btmImg02\"><br \/>\n<img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/id\/wp-content\/uploads\/2025\/01\/data_integrity_KEYVISUAL___.jpg\" alt=\"Consulting Data Integrity (DI) Consulting\"><br \/>\n<\/span><br \/>\n<\/span><br \/>\n<\/span><br \/>\n<\/h1>\n<\/div>\n<\/div>\n<div class=\"content\">\n<div class=\"mainBox\">\n<article id=\"conts\">\n<section class=\"secBox\">\n<h2 class=\"headLine05\">Apa itu Integritas Data?<\/h2>\n<p class=\"text01\">Integritas data mengacu pada <span class=\"Bold\">kelengkapan, konsistensi, dan keakuratan data, dan harus dipastikan sepanjang siklus hidup produk farmasi. Untuk memastikan integritas data, prinsip-prinsip ALCOA+ disajikan dalam berbagai pedoman.<\/p>\n<div class=\"comExtractBox\">\n<h3 class=\"headLine10\">Prinsip ALCOA+<\/h3>\n<ul class=\"comNumList\">\n<li><span class=\"num\">1.<\/span><span class=\"txt\">Dapat diatribusikan: Data dapat diatribusikan kepada siapa yang melakukan apa, kapan, dan di mana.<\/span><\/li>\n<li><span class=\"num\">2.<\/span><span class=\"txt\">Dapat dibaca: Data dapat dibaca oleh siapa saja.<\/span><\/li>\n<li><span class=\"num\">3.<\/span><span class=\"txt\">Kontemporer: Data direkam dan dibuat pada saat terjadinya.<\/span><\/li>\n<li><span class=\"num\">4.<\/span><span class=\"txt\">Asli: Data asli atau setara dengan aslinya.<\/span><\/li>\n<li><span class=\"num\">5.<\/span><span class=\"txt\">Akurat: Data direkam dan dibuat secara akurat.<\/span><\/li>\n<li><span class=\"num\">6.<\/span><span class=\"txt\">Lengkap: Semua data ada, bukan hanya sebagian saja.<\/span><\/li>\n<li><span class=\"num\">7.<\/span><span class=\"txt\">Konsisten: Data konsisten dan tanpa kontradiksi.<\/span><\/li>\n<li><span class=\"num\">8.<\/span><span class=\"txt\">Tahan lama: Data dilindungi dalam jangka panjang dan ada sepanjang siklus hidupnya.<\/span><\/li>\n<li><span class=\"num\">9.<\/span><span class=\"txt\">Tersedia: Data dapat diakses dan tersedia untuk digunakan kapan saja.<\/span><\/li>\n<\/ul>\n<\/div>\n<div>&nbsp;<\/div>\n<p class=\"comTxt\">Memastikan integritas data diperlukan untuk semua data dan catatan, terlepas dari apakah data dan catatan tersebut dalam bentuk kertas atau elektronik. Hal ini merupakan masalah yang mendesak dalam industri farmasi, karena keandalan data dan catatan terkait langsung dengan keandalan kualitas produk farmasi.<\/p>\n<\/section>\n<section class=\"secBox\">\n<h2 class=\"headLine05\">Tata Kelola Data<\/h2>\n<p class=\"wpTag\">Pembentukan tata kelola data memerlukan keterlibatan aktif dari manajemen senior. Manajemen senior bertanggung jawab untuk membangun budaya mutu organisasi, memelihara dan terus meningkatkannya, serta membangun sistem tata kelola data yang efektif. Mereka juga bertanggung jawab untuk menciptakan budaya perusahaan yang menyediakan lingkungan kerja yang sesuai, tempat segala sesuatunya dapat dilaporkan secara terbuka dan transparan. Budaya mutu yang berpusat pada manajemen senior harus dibangun, bersama dengan sistem tata kelola data yang memastikan integritas data di seluruh siklus hidup. <\/p>\n<p>Beberapa kebijakan dan prosedur khusus untuk mengoperasikan sistem tata kelola data mencakup contoh-contoh berikut. (Lampiran 4 WHO. Pedoman Integritas Data)\n<\/p>\n<div class=\"comExtractBox\">\n<h3 class=\"headLine10\">Lampiran 4 WHO. Pedoman Integritas Data<\/h3>\n<ul class=\"comNumList\">\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">pengawasan dan komitmen manajemen;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">penerapan QRM;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">kepatuhan terhadap undang-undang perlindungan data dan praktik terbaik;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">kebijakan dan prosedur kualifikasi dan validasi;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">manajemen perubahan, insiden, dan penyimpangan;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">klasifikasi data, kerahasiaan, dan privasi;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">keamanan, keamanan siber, akses, dan kontrol konfigurasi;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">pembuatan basis data, pengumpulan data, peninjauan data, data tersamar, pengacakan;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">pelacakan, tren, pelaporan anomali integritas data, dan kelalaian atau kegagalan untuk tindakan lebih lanjut;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">pencegahan tekanan komersial, politik, keuangan, dan organisasi lainnya;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">sumber daya dan sistem yang memadai;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">beban kerja dan fasilitas untuk memfasilitasi lingkungan yang tepat yang mendukung DI dan kontrol yang efektif;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">pemantauan;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">penyimpanan catatan;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">pelatihan;<\/span><\/li>\n<li><span class=\"num\">\u25a0 <\/span><span class=\"txt\">kesadaran akan pentingnya integritas data, kualitas produk, dan keselamatan pasien.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/section>\n<section class=\"secBox\">\n<h2 class=\"headLine05\">Contoh Pengamatan dalam Inspeksi GMP Terkait Integritas Data<\/h2>\n<p class=\"text01\">Dalam beberapa tahun terakhir, ada tren peningkatan pengamatan terkait integritas data dalam inspeksi GMP. Contoh spesifik dari pengamatan tersebut meliputi:<\/p>\n<div class=\"comExtractBox\">\n<h3 class=\"headLine10\">Contoh Pengamatan dalam Inspeksi GMP Terkait Integritas Data<\/h3>\n<ul class=\"comNumList\">\n<li><span class=\"num\">1.<\/span><span class=\"txt\">Data dapat dihapus atau dimodifikasi oleh semua pengguna.<\/span><\/li>\n<li><span class=\"num\">2.<\/span><span class=\"txt\">Tidak ada fungsi jejak audit untuk beberapa peralatan pengujian.<\/span><\/li>\n<li><span class=\"num\">3.<\/span><span class=\"txt\">Pengujian ulang sampel dilakukan tanpa alasan yang sah, dan beberapa data pengujian dihapus.<\/span><\/li>\n<li><span class=\"num\">4.<\/span><span class=\"txt\">Kepala departemen pengujian memiliki hak akses administrator, sehingga memungkinkan terjadinya manipulasi hasil pengujian.<\/span><\/li>\n<li><span class=\"num\">5.<\/span><span class=\"txt\">Pencadangan data tidak dilakukan.<\/span><\/li>\n<li><span class=\"num\">6.<\/span><span class=\"txt\">Format kosong dikeluarkan dan dikelola oleh departemen manufaktur dan pengujian, sehingga memungkinkan terjadinya penggantian catatan, dll.<\/span><\/li>\n<\/ul>\n<\/div>\n<div>&nbsp;<\/div>\n<p class=\"wpTag\">Untuk manajemen data, perhatian harus diberikan pada poin-poin berikut untuk catatan berbasis kertas dan elektronik.<\/p>\n<div class=\"comStepInner\">\n<div class=\"area\">\n<h3 class=\"headLine06\">Contoh hal-hal yang perlu diperhatikan <br class=\"sp\">dalam pengelolaan data berbasis kertas<\/h3>\n<div class=\"comImgBox\">\n<div class=\"textBox\">\n<ul class=\"comNumList\">\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Identifikasi operator individual<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Pengelolaan lokasi penggunaan arsip<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Penggunaan tinta permanen dan metode untuk koreksi<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Pengelolaan formulir\/templat kosong<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Metode pengelolaan salinan asli<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Pengelolaan arsip yang dicetak dari sistem elektronik<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Pengelolaan versi dan penerbitan<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Peninjauan dan pengecekan ulang arsip<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Pengarsipan, pencarian, penyimpanan, pengarsipan, dan pemusnahan arsip<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Perlindungan arsip dari bencana, dll.<\/span><\/li>\n<\/ul><\/div>\n<div class=\"photoBox\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/data_integrity_image01.jpg\" alt=\"Examples of points to note for paper-based data management\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div>&nbsp;<\/div>\n<div>&nbsp;<\/div>\n<div class=\"area\">\n<h3 class=\"headLine06\">Contoh hal-hal yang perlu diperhatikan <br class=\"sp\">dalam pengelolaan data elektronik<\/h3>\n<div class=\"comImgBox\">\n<div class=\"textBox\">\n<ul class=\"comNumList\">\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Fungsionalitas jejak audit<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Keamanan sistem<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Manajemen data (data mentah, metadata)<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Manajemen izin operasional (pemisahan administrator sistem dan pengguna umum, dll.)<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Prosedur pencadangan dan pengarsipan<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Melakukan CSV (Validasi Sistem Komputer) pada implementasi sistem dan verifikasi sistem berkala<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Pembaruan sistem<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Metode transfer data<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Manajemen data elektronik dinamis<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Metode untuk peninjauan data<\/span><\/li>\n<\/ul><\/div>\n<div class=\"photoBox\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/data_integrity_image02.jpg\" alt=\"Examples of points to note for electronic data management\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"secBox comBorBox\">\n<h2 class=\"headLine05\">CM Plus <br class=\"wpTag\"><br \/>\n\tLayanan Dukungan Integritas Data<\/h2>\n<p class=\"text01\">CM Plus menawarkan layanan dukungan berikut untuk pelanggan yang menghadapi tantangan dengan kepatuhan integritas data.<\/p>\n<div class=\"comStepInner\">\n<div class=\"area\">\n<h3 class=\"headLine06\"><span class=\"sml\">Layanan 1<\/span>Seminar Integritas Data<\/h3>\n<div class=\"comImgBox\">\n<div class=\"textBox\">\n<p class=\"wpTag\">Kami memberikan penjelasan yang jelas tentang poin-poin utama dan contoh-contoh pengamatan yang terkait dengan kepatuhan integritas data. Kami juga dapat menyesuaikan rencana seminar sesuai dengan kebutuhan dan perhatian pelanggan kami.<\/p>\n<\/p><\/div>\n<div class=\"photoBox\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/data_integrity_image03.jpg\" alt=\"Data Integrity Seminar\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div>&nbsp;<\/div>\n<div class=\"area\">\n<h3 class=\"headLine06\"><span class=\"sml\">Layanan 2<\/span>Konsultasi Integritas Data<\/h3>\n<div class=\"comImgBox\">\n<div class=\"textBox\">\n<p class=\"wpTag\">Kami menyediakan konsultasi mengenai sistem tata kelola data yang ada untuk mendukung kepatuhan integritas data pelanggan kami. Secara khusus, kami menawarkan layanan seperti:<\/p>\n<ul class=\"comNumList\">\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Analisis kesenjangan dan usulan perbaikan untuk sistem tata kelola data dan QMS yang ada<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Melakukan inspeksi tiruan sebagai persiapan untuk survei GMP<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Analisis kesenjangan dan usulan perbaikan untuk sistem komputer yang ada<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Konsultasi dan dukungan untuk menangani pengamatan inspeksi<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Dukungan peninjauan dan pembuatan SOP<\/span><\/li>\n<\/ul><\/div>\n<div class=\"photoBox\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/data_integrity_image04.jpg\" alt=\"Data Integrity Consulting\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div>&nbsp;<\/div>\n<div class=\"area\">\n<h3 class=\"headLine06\"><span class=\"sml\">Layanan 3<\/span>Kepatuhan Integritas Data dan Dukungan CSV Selama Implementasi Sistem Komputer<\/h3>\n<div class=\"comImgBox\">\n<div class=\"textBox\">\n<p class=\"wpTag\">Saat mengimplementasikan sistem komputer, penting untuk mempertimbangkan implementasi fitur yang memenuhi persyaratan integritas data dan melakukan CSV. Kami menawarkan dukungan berikut untuk proyek implementasi sistem Anda:<\/p>\n<ul class=\"comNumList\">\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Dukungan untuk membuat dokumentasi terkait CSV untuk sistem baru<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Dukungan untuk membuat URS, termasuk persyaratan integritas data<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Dukungan untuk membuat penilaian risiko terkait integritas data<\/span><\/li>\n<li><span class=\"num\">\u30fb<\/span><span class=\"txt\">Dukungan manajemen proyek untuk proyek implementasi sistem<\/span><\/li>\n<\/ul><\/div>\n<div class=\"photoBox\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/data_integrity_image05.jpg\" alt=\"Data Integrity Compliance and CSV Support During Computer System Implementation\"><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div>&nbsp;<\/div>\n<div><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/Dot_2.png\" width=\"3%\" height=\"\" alt=\"\"><\/div>\n<div><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/Dot_2.png\" width=\"3%\" height=\"\" alt=\"\"><\/div>\n<div><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/uploads\/2024\/09\/Dot_2.png\" width=\"3%\" height=\"\" alt=\"\"><\/div>\n<div class=\"arrow\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/themes\/cmplus\/image\/common\/arrow06.webp\" alt=\"\"><\/div>\n<div class=\"area pink\">\n<div class=\"ttlBox\">\n<div class=\"mark\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/themes\/cmplus\/image\/common\/icon_img07.webp\" alt=\"Feel Free to Contact CM Plus\"><\/div>\n<h3 class=\"headLine06\">Jangan Ragu untuk Menghubungi CM Plus<\/h3>\n<\/p><\/div>\n<p class=\"wpTag\">CM Plus memiliki konsultan dari berbagai bidang yang dapat menyesuaikan layanan untuk memenuhi kebutuhan Anda. Jangan ragu untuk menghubungi kami.<\/p>\n<div class=\"comApplyLink\"><a href=\"https:\/\/cm-plus.co.jp\/id\/contact_us\/\"><span class=\"sub\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/themes\/cmplus\/image\/common\/icon-mail.webp\" width=\"20\" alt=\"Click here to contact us.\">Klik di sini untuk menghubungi kami.<\/span><\/a><\/div>\n<\/p><\/div>\n<\/div>\n<\/section>\n<section class=\"comBorBox comBorBox02\">\n<h2 class=\"headLine04\">Konten Terkait<\/h2>\n<ul class=\"comLinkList\">\n<li><a href=\"https:\/\/cm-plus.co.jp\/id\/portfolio\/project_details\/\">\n<div class=\"photo\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/id\/wp-content\/themes\/cmplus\/image\/common\/photo05.webp\" alt=\"Projects\"><\/div>\n<p><span class=\"subSpan\">Proyek<\/span><br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/cm-plus.co.jp\/id\/about_cm_plus\/record\/\/\">\n<div class=\"photo\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/id\/wp-content\/themes\/cmplus\/image\/common\/photo06.webp\" alt=\"Performance by Numbers\"><\/div>\n<p><span class=\"subSpan\">Kinerja Berdasarkan Angka<\/span><br \/>\n<\/a><\/li>\n<\/ul>\n<\/section>\n<section class=\"validation\">\n<h2 class=\"headLine04\">Informasi yang Berguna<\/h2>\n<p class=\"wpTag\">Silakan lihat situs penyebaran informasi kami \u201cPlatform GMP\u201d untuk artikel terkait.<\/p>\n<div class=\"subValidation\">\n<div class=\"comImgBox validationImgBox\">\n<div class=\"photoBox\"><img decoding=\"async\" src=\"https:\/\/cm-plus.co.jp\/wp-content\/themes\/cmplus\/image\/common\/photo13.webp\" alt=\"New WHO Guidance on Data Integrity\"><\/div>\n<div class=\"textBox\">\n<h4 class=\"headLine07\">Panduan Baru WHO tentang Integritas Data<\/h4>\n<p class=\"wpTag\">Masalah integritas data, seperti pemalsuan dan pemalsuan data, telah menjadi perhatian global. Jumlah kutipan integritas data dalam surat peringatan FDA telah meningkat.<br \/>\n<br class=\"wpTag\"><br \/>\n\t\t\t\tMeskipun sering diterjemahkan sebagai \u201ckelengkapan data,\u201d integritas data bukanlah konsep semegah kedengarannya. Ini merujuk pada persyaratan mendasar yang harus dipatuhi oleh individu dan sistem yang terlibat dalam pembuatan data untuk memastikan reproduksibilitas data, dan ini merupakan landasan Praktik Manufaktur yang Baik (GMP). Meskipun bukan persyaratan GMP yang baru, meningkatnya prevalensi masalah penanganan data telah menyebabkan penerbitan pedoman integritas data oleh berbagai organisasi internasional. 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Integritas data mengacu pada kelengkapan, konsistensi, dan keakuratan data, dan harus dipastikan sepanjang siklus hidup produk farmasi. Untuk memastikan integritas data, prinsip-prinsip ALCOA+ disajikan dalam berbagai pedoman. Prinsip ALCOA+ 1.Dapat diatribusikan: Data dapat diatribusikan kepada siapa yang melakukan apa, kapan, dan di mana. 2.Dapat dibaca: Data dapat dibaca oleh siapa saja. 3.Kontemporer: Data direkam dan dibuat pada saat terjadinya. 4.Asli: Data asli atau setara dengan aslinya. 5.Akurat: Data direkam dan dibuat secara akurat. 6.Lengkap: Semua data ada, bukan hanya sebagian saja. 7.Konsisten: Data konsisten dan tanpa kontradiksi. 8.Tahan lama: Data dilindungi dalam jangka panjang dan [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":155,"menu_order":57,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"keywords":[11],"class_list":["post-5633","page","type-page","status-publish","hentry","keywords-gmpgdp"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Contamination Control Strategy(CCS) Consulting\uff5cCM 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