{"id":179602,"date":"2025-12-10T09:00:45","date_gmt":"2025-12-10T02:00:45","guid":{"rendered":"https:\/\/www.hashmicro.com\/id\/blog\/?p=179602"},"modified":"2026-03-12T10:40:22","modified_gmt":"2026-03-12T03:40:22","slug":"consumption-forecasting","status":"publish","type":"post","link":"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/","title":{"rendered":"Consumption Forecasting untuk Meningkatkan Akurasi Stok dan Efisiensi"},"content":{"rendered":"<p>Consumption forecasting membantu perusahaan membaca pola pemakaian produk, bahan baku, atau stok agar keputusan pembelian, produksi, dan distribusi lebih terarah. Dengan proyeksi konsumsi yang lebih akurat, bisnis dapat menjaga ketersediaan barang tanpa menumpuk persediaan secara berlebihan.<\/p>\n<p>Pendekatan ini makin penting ketika permintaan berubah cepat dan perencanaan tidak lagi bisa mengandalkan intuisi semata. <a href=\"https:\/\/www.mckinsey.com\/capabilities\/operations\/our-insights\/ai-driven-operations-forecasting-in-data-light-environments?\">McKinsey<\/a> mencatat bahwa penerapan AI-driven forecasting pada supply chain dapat menurunkan error prediksi sebesar 20\u201350% dan mengurangi product unavailability hingga 65%.<\/p>\n<p>Karena itu, consumption forecasting sering dipakai sebagai dasar untuk menyusun strategi operasional yang lebih efisien, mulai dari pengendalian stok hingga alokasi sumber daya.<\/p>\n<table style=\"border-collapse: collapse; background-color: #fffacd; box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1); border-radius: 25px 25px 25px 25px;\" width=\"100%\">\n<tbody>\n<tr>\n<td style=\"padding: 15px; border: none;\">\n<h3 style=\"margin-bottom: 10px;\"><span style=\"background-color: #990000; color: #ffffff; padding: 5px;\"><b>Key Takeaways<\/b><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><a href=\"#a\"><strong>Consumption forecasting adalah<\/strong><\/a> proses memprediksi konsumsi bahan baku atau produk secara akurat berbasis data historis internal untuk menjaga stok tetap optimal tanpa membebani biaya penyimpanan.<\/li>\n<li aria-level=\"1\"><a href=\"#b\"><strong>Consumption forecasting penting karena<\/strong><\/a> membantu menjaga arus kas, meminimalkan risiko kehabisan atau kelebihan stok, dan memastikan operasional berjalan tanpa hambatan.<\/li>\n<li aria-level=\"1\"><a href=\"https:\/\/www.hashmicro.com\/id\/blog\/rekomendasi-sistem-manajemen-inventory-di-indonesia-yang-wajib-diketahui\/\"><strong data-start=\"98\" data-end=\"147\">Sistem manajemen inventaris yang terintegrasi<\/strong> <\/a>dapat membantu Anda memprediksi kebutuhan stok dengan lebih tepat, sehingga pengelolaan bahan menjadi lebih efisien tanpa risiko kekurangan atau kelebihan persediaan.<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span data-sheets-root=\"1\"><div id=\"toc_group_article\" style=''>\r\n\t<p style='font-size:25px;font-weight:bold; margin-bottom:0px'>\r\n\t\tDaftar Isi:\r\n\t<\/p>\r\n\t<ul id=\"list_toc\" class='list_toc'><\/ul>\r\n<\/div>\r\n\r\n<div id=\"placeholder-toc\"><\/div>\r\n<div id=\"toc\">\r\n    <div class=\"header\">\r\n\t<span class=\"toc-title\" id=\"toc-title\">Daftar Isi<\/span>\t\r\n\t <i class=\"toc-icon\">\r\n        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"30\" height=\"30\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#000\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"header-icon\">\r\n          <path d=\"m6 9 6 6 6-6\" \/>\r\n        <\/svg>\r\n      <\/i>\r\n\t<\/div>\r\n    <div class=\"list\">\r\n      <ul id=\"toc-list\"><\/ul>\r\n    <\/div>\r\n <\/div>\r\n\r\n<style>\r\n\/* Simple styling for the TOC *\/\r\n\t\r\n\t#toc ul li:last-child {\r\n    padding-bottom: 16px; \/* Adjust the value as needed *\/\r\n}\r\n\r\n.td-fix-index {\r\n\t transform: unset !important;\r\n     -webkit-transform: unset !important; \r\n}\r\n.footer-contact .td-fix-index {\r\n\t transform: translateZ(0) !important;\r\n     -webkit-transform: translateZ(0) !important; \r\n}\r\n\t.tdb_single_content .tdb-block-inner.td-fix-index{\r\n\t\tposition: static;\r\n\t}\r\n\t\r\n\r\n\r\n\t\r\n#toc {\r\n  background-color: #FFF;\r\n\tpadding: 17px 24px 0px 24px !important;\r\n  margin-bottom: 20px;\r\n\/*   border: 1px solid #9C171E; *\/\r\n  border-radius: 6px;\r\n\tdisplay: none;\r\n  max-width: 100%;\r\n  transition: .4s ease height;\r\n\tmargin-left: 0;\r\n\toverflow: hidden;\r\n}\r\n\r\n#toc .header{\r\n  display: flex;\r\n  align-items: center;\r\n  justify-content: space-between;\r\n\tbackground-color: transparent;\r\n}\r\n\t\r\n\t#toc.sticky .header{\r\n\t\tpadding: 4px 0;\r\n\t}\r\n\t\r\n.header p{\r\n  font-size: 18px !important;\r\n  font-weight: 600 !important;\r\n  color: #393939;\r\n   margin-bottom: 0;\r\n  \/* margin-top: 20px; *\/\r\n}\r\n\r\n.toc-icon{\r\n  float: right;\r\n\/*   visibility: hidden; *\/\r\n}\r\n\r\n\t.toc-title{\r\n\t\tmargin-right: auto;\r\n\/* \t\tpadding-left: 20px; *\/\r\n\t\tfont-weight: 600;\r\n\t\talign-self: center;\t}\t\r\n\r\n#toc ul {\r\n  list-style-type: none;\r\n  padding-left: 0;\r\n}\r\n\t\r\n#toc.sticky ul{\r\n\toverflow-y: auto;\r\n\tmax-height: 250px;\r\n\tmargin-top: 0px;\r\n\tpadding-top: 20px;\r\n\/* \tborder-top: 1px solid #d3d3d3; *\/\r\n}\r\n\t\r\n#toc ul li {\r\n\/*   margin-bottom: 10px; *\/\r\n  margin-bottom: 10px;\r\n\tmargin-left: 0;\r\n\ttransition: .2s ease;\r\n\tcursor: pointer;\r\n}\r\n\t\r\n\t#toc.sticky ul li {\r\n\t  margin-right: 10px;\r\n\t}\r\n\t\r\n.td-post-content #toc-list li a:hover, .td-post-content #toc-list a.active{\r\n\tbackground-color: #FFF;\r\n\/* \tpadding: 8px 16px 8px 16px; *\/\r\n\tpadding: 4px 16px 4px 16px;\r\n\tborder-radius: 6px;\r\n\tcolor: #9c171e !important;\r\n\tfont-weight: 600 !important;\r\n}\r\n\t\r\n\t.td-post-content #toc-list li:hover a, .td-post-content #toc-list a.active{\r\n\t\tcolor: #9C171E !important;\r\n\t\tfont-weight: 600 !important;\r\n\t}\r\n\t\r\n.td-post-content #toc-list a.active{\r\n\tfont-weight: bold !important;\r\n\tcolor: #9C171E !important;\r\n}\r\n\t\r\n#toc a, .td-post-content #toc-list a {\r\n  text-decoration: none;\r\n  color: #ea1717 !important;\r\n  transition: .2s ease;\r\n\tfont-weight: 400 !important;\r\n\tdisplay: block;\r\n\t\r\n\tpadding: 4px 16px 4px 0;\r\n}\r\n\r\n#toc.sticky {\r\n  position: fixed;\r\n\/*   top: 73px; *\/\r\n\tbottom: 0;\r\n  z-index: 100; \r\n  box-shadow: 0 2px 5px rgba(0,0,0,0.1); \r\n\twidth: 100%; \r\n\tbackground-color: #FFF;\r\n\/* \tbackground-color: #FFF1F1; *\/\r\n\tborder-bottom: 1px solid #ea1717;\r\n\/*   border: 1px solid #393939; *\/\r\n  box-shadow: 0px 0px 14px 0px #00000040;\r\n  cursor: pointer;\r\n\tanimation: fadein .3s ease;\r\n\tpadding: 12px 16px !important;\r\n}\r\n\t\r\n\t.fadein{\r\n\t\tanimation: fadein .3s ease;\r\n\t}\r\n\t\r\n\t.fadeout{\r\n\t\tanimation: fadeout .3s ease;\r\n\t}\r\n\t\r\n\t\r\n\t@keyframes fadein{\r\n\t\t0% {\r\n\t\t\topacity: 0;\r\n\t\t}\r\n\t\t100%{\r\n\t\t\topacity: 1;\r\n\t\t}\r\n\t}\r\n\t\r\n\t@keyframes fadeout{\r\n\t\t0% {\r\n\t\t\topacity: 1;\r\n\t\t}\r\n\t\t100%{\r\n\t\t\topacity: 0;\r\n\t\t}\r\n\t}\r\n\r\n\t\r\n#toc.sticky .header p{\r\n\tmargin-bottom: 10px;\r\n\tmargin-top: 10px;\r\n}\r\n\r\n#toc.sticky .toc-icon{\r\n  visibility: visible;\r\n\/* \ttransition: 0.4s ease; *\/\r\n}\r\n\t\r\n\t.toc-icon{\r\n\t\talign-items: center;\r\n    \tdisplay: flex;\r\n\t}\r\n\t\r\n\tsvg.header-icon{\r\n\/* \t\tbackground-color: #9c171e; *\/\r\n\t\tbackground-color: #FFF;\r\n\t\tborder-radius: 30px;\r\n\t\tpadding: 5px;\r\n\t}\r\n\r\n#toc.sticky .list{\r\n\/*   max-height: 0; *\/\r\n  transition: height 0.4s ease;\r\n}\r\n\t\r\n\t#toc .list{\r\n\/*   max-height: 0; *\/\r\n  transition: height 0.4s ease;\r\n}\r\n\r\n#toc .header.active .toc-icon{\r\n\ttransform: rotate(0deg); \r\n\topacity: 1;\r\n}\r\n\r\n\t#toc .header.active + .list {\r\n\t  max-height: 200px; \/* Adjust this value as needed *\/\r\n\t  opacity: 1;\r\n\t}\r\n\t\r\n\t#placeholder-toc{\r\n\/* \t\tdisplay: none; *\/\r\n\t}\r\n\t\r\n\t@media (min-width: 768px) and (max-width: 991px){\r\n\t\t#toc.sticky{\r\n\/* \t\t\ttop: 104px; *\/\r\n\t\t\tbottom: 0px;\r\n\t\t}\r\n\t\t\r\n\t\t#toc{\r\n\t\t\twidth: unset !important;\r\n\t\t}\r\n\t}\r\n\t\r\n\t@media (max-width: 767px){\r\n\t\t#toc{\r\n\t\t\twidth: 100% !important;\r\n\t\t\tdisplay: inline-block;\r\n\t\t}\r\n\t\t\r\n\t\t#toc.sticky{\r\n\t\t\twidth: 90% !important;\r\n\/* \t\t\ttop: 81px; *\/\r\n\t\t\tbottom: 60px;\r\n\t\t\tmargin-left: auto;\r\n\t\t\tmargin-right: auto;\r\n\t\t\tpadding: 0 16px;\r\n\t\t\tright: 5%;\r\n\t\t}\r\n\t}\r\n\t\r\n\t<\/style>\r\n\r\n<style>\r\n\t#list_toc li {margin-bottom: 0;margin-top: 5px;}\r\n\t#list_toc > li > ul {padding-left: 20px;margin-bottom: 0;}\r\n\t#list_toc{height:max-content;transition:ease-in-out}\r\n\t#list_toc li {margin-bottom: 0;margin-top: 5px;}\r\n\t#list_toc_float li.active > a {color:#b1252d;background: #ffe1e3;}\r\n\t#list_toc_float li a {padding:3px 7px}\r\n\t#list_toc_float li a {\r\n\t\tdisplay: block;\r\n\t\tcolor:#000;\r\n\t\tmargin-bottom: 10px;\r\n\t\ttransition:all 0.2s ease-in-out;\r\n\t\tfont-size:15px\r\n\t}\r\n\t#list_toc_float li{list-style:none;list-style-position:inside; margin-left:0;}\r\n\t#list_toc_float a:hover{color:#b1252d;}\r\n\t\r\n\t#list_toc_float li a{margin-bottom:0px}\r\n\t#toc_group_float{\r\n\t\tline-height: 24px;\r\n\t\tmax-height: calc(100vh - 100px);\r\n\t\toverflow: auto;\r\n\t\tz-index: 99;\r\n\t\tdisplay:none!important;\r\n\t\tbackground:#fff;\r\n\t\ttransition:all 0.5s linear\r\n\t}\r\n\t\r\n\t@media (min-width:1019px){\r\n\t\t#toc_group_float {\r\n\t\t\tdisplay:block!important;\r\n\t\t\t}\r\n\t\t#toc_group_article {\r\n\t\t\tdisplay:none;\r\n\t\t}\r\n\t}\r\n\t\r\n\t@media (max-width:768px){\r\n\t\t#toc_group_article {\r\n\t\t\tdisplay:none;\r\n\t\t}\r\n\t}\r\n\t\r\n\t \/* custom scrollbar style *\/\r\n::-webkit-scrollbar {\r\n    width: 7px;\r\n}\r\n::-webkit-scrollbar-track {\r\n    background: #d7a2a4;\r\n}\r\n::-webkit-scrollbar-thumb {\r\n    background: #b1252d;\r\n    border-radius: 15px;\r\n}\t\t\r\n\r\n<\/style>\r\n\r\n<script>\r\n\tdocument.addEventListener('DOMContentLoaded', function() {\r\n\t\t\/\/ Fungsi untuk menangani klik pada semua elemen <a> dengan href yang dimulai dengan #\r\n\t\tfunction handleTitleClick(event) {\r\n\t\t\tevent.preventDefault();\r\n\t\t\tconst targetId = this.getAttribute('href').substring(1);\r\n\t\t\tconst targetElement = document.getElementById(targetId);\r\n\r\n\t\t\tif (targetElement) {\r\n\t\t\t\tconst headerHeight = document.querySelector('#toc .header').offsetHeight;\r\n\t\t\t\tconst navbarHeight = document.getElementById('tdi_34') ? document.getElementById('tdi_34').offsetHeight : 0;\r\n\t\t\t\tconst windowHeight = window.innerHeight;\r\n\t\t\t\tconst targetOffset = targetElement.offsetTop;\r\n\t\t\t\tconst scrollTo = targetOffset + (windowHeight \/ 2) + (headerHeight) - navbarHeight - 40;\r\n\r\n\t\t\t\twindow.scrollTo({\r\n\t\t\t\t\ttop: scrollTo,\r\n\t\t\t\t\tbehavior: 'smooth'\r\n\t\t\t\t});\r\n\t\t\t}\r\n\t\t}\r\n\r\n\t\t\/\/ Tambahkan event listener untuk semua elemen <a> di toc-list dan list-toc\r\n\t\tconst titleLinks = document.querySelectorAll('#toc-list a, #list_toc a');\r\n\t\ttitleLinks.forEach(link => {\r\n\t\t\tlink.addEventListener('click', handleTitleClick);\r\n\t\t});\r\n\t});\r\n<\/script>\r\n\r\n<!-- ToC List for mobile -->\r\n<script>\r\n \/\/ Generate TOC based on headings\r\ndocument.addEventListener(\"DOMContentLoaded\", function() {\r\n  \/\/ Get the element that will contain the TOC\r\n  const tocList = document.getElementById('toc-list');\r\n\r\n  \/\/ Get the element with the ID 'article-left'\r\n  const article = document.querySelector('.td-post-content');\r\n\r\n  \/\/ Find all h2 elements within 'myarticle'\r\n  const headers = article.getElementsByTagName('h2');\r\n\r\n  \/\/ Loop through the h2 elements and create a list item for each one\r\n  for (let i = 0; i < headers.length; i++) {\r\n    const header = headers[i];\r\n    const headerText = header.textContent;\r\n\/\/     const headerId = 'header-' + i;\r\n    const headerId = headerText\r\n    .toLowerCase()\r\n    .trim()\r\n    .replace(\/[^\\w\\s-]\/g, '')  \/\/ hapus tanda baca\r\n    .replace(\/\\s+\/g, '-'); \/\/ ganti spasi jadi \"-\"\r\n\r\n    \/\/ Set an ID for the header if it doesn't have one\r\n    header.setAttribute('id', headerId);\r\n\r\n    \/\/ Create a list item for the TOC\r\n    const listItem = document.createElement('li');\r\n\r\n    \/\/ Create a link for the list item\r\n    const link = document.createElement('a');\r\n    link.setAttribute('href', '#' + headerId);\r\n    link.textContent = headerText;\r\n\r\n    \/\/ Append the link to the list item\r\n    listItem.appendChild(link);\r\n\r\n    \/\/ Append the list item to the TOC list\r\n    tocList.appendChild(listItem);\r\n  }\r\n});\r\n\r\n\/\/ Keep height and placement of content using placeholder in place of TOC\r\ndocument.addEventListener(\"DOMContentLoaded\", function() {\r\n  const toc = document.querySelector('#toc');\r\n  const placeholderToc = document.querySelector('#placeholder-toc');\r\n\r\n  function setPlaceholderHeight() {\r\n    placeholderToc.style.height = `${toc.offsetHeight}px`;\r\n  }\r\n\r\n  \/\/ Set the initial height of the placeholder\r\n  setPlaceholderHeight();\r\n\r\n  \/\/ Update the height on window resize\r\n  window.addEventListener('resize', setPlaceholderHeight);\r\n});\r\n  const tocTitle = document.querySelector('#toc-title'); \/\/ Assuming header-faq is the element for TOC title\r\n\r\n\/\/ Sticky TOC and update heading\r\n\/\/ document.addEventListener(\"DOMContentLoaded\", function() {\r\n\/\/   const toc = document.querySelector('#toc');\r\n\/\/   const footer = document.querySelector('.td-footer-template-wrap');\r\n\/\/   const tocParent = toc.parentElement;\r\n\/\/   const divTop = tocParent.getBoundingClientRect().top + window.pageYOffset;\r\n\/\/   const tocHeight = toc.offsetHeight;\r\n\/\/   const triggerPoint = divTop + tocHeight + 700;\r\n\/\/   const footerHeight = footer.offsetHeight;\r\n\/\/   const triggerFooterPoint = footer.getBoundingClientRect().top + window.pageYOffset - footerHeight - footerHeight - footerHeight;\r\n\/\/   const phtoc = document.querySelector('#placeholder-toc');\r\n\/\/   const headers = document.querySelectorAll('.td-post-content h2');\r\n\/\/   const navLinks = document.querySelectorAll('#toc-list a');\r\n\t\r\n\/\/ \tconst panel2 = document.querySelector(\"#toc .list\");\r\n\/\/ \tvar icon = document.querySelector(\".toc-icon\");\r\n\r\n\/\/   let activeLink = null; \/\/ Declare activeLink outside the loop\r\n\t\r\n\/\/   \/\/ Function to handle scroll and add\/remove .sticky class\r\n\/\/   function handleScroll() {\r\n\/\/     const windowTop = window.pageYOffset || document.documentElement.scrollTop;\r\n\/\/     let currentHeader = '';\r\n\r\n\/\/     \/\/ Highlight user progress as the heading comes\r\n\/\/     headers.forEach(header => {\r\n\/\/ \t\tconst headerTop = header.offsetTop;\r\n\/\/ \t\tconst headerHeight = header.clientHeight;\r\n\/\/ \/\/ \t\tif (window.scrollY >= (headerTop - headerHeight + 700)) {\r\n\/\/ \/\/ \t\t\tconst currentHeaderId = header.getAttribute('id');\r\n\/\/ \/\/ \t\t\tconst currentHeaderText = document.getElementById(currentHeaderId).textContent;\r\n\/\/ \/\/ \t\t\tconsole.log(\"current header text:\", currentHeaderText);\r\n\/\/ \/\/ \t\t\ttocTitle.textContent = currentHeaderText;\r\n\/\/ \/\/ \t\t\tcurrentHeader = currentHeaderId;\r\n\t\t\t\r\n\/\/ \/\/ \t\t\tif(window.innerWidth < 767){\r\n\/\/ \/\/ \t\t\t\ttocTitle.textContent = 'Daftar Isi';\r\n\/\/ \/\/ \t\t\t}\r\n\/\/ \/\/ \t\t}\r\n\/\/ \t\tif(window.innerWidth < 767){\r\n\/\/ \t\t\ttocTitle.textContent = 'Daftar Isi'; \/\/ Selalu pertahankan judul ini di mobile\r\n\/\/ \t\t} else {\r\n\/\/ \t\t\tif (window.scrollY >= (headerTop - headerHeight + 700)) {\r\n\/\/ \t\t\t\tconst currentHeaderId = header.getAttribute('id');\r\n\/\/ \t\t\t\tconst currentHeaderText = document.getElementById(currentHeaderId).textContent;\r\n\/\/ \t\t\t\ttocTitle.textContent = currentHeaderText;\r\n\/\/ \t\t\t\tcurrentHeader = currentHeaderId;\r\n\/\/ \t\t\t}\r\n\/\/ \t\t}\r\n\/\/ \t});\r\n\r\n\/\/     navLinks.forEach(link => {\r\n\/\/       link.classList.remove('active');\r\n\/\/       if(currentHeader != '') {\r\n\/\/ \t\t  if (link.getAttribute('href').includes(currentHeader)) {\r\n\/\/ \t\t\t  link.classList.add('active');\r\n\/\/ \t\t  }\r\n\/\/ \t  }\r\n\/\/     });\r\n\/\/ \/\/     if (windowTop < triggerFooterPoint) {\r\n\/\/ \/\/         toc.style.display = 'block';\r\n\/\/ \/\/ \t}else{\r\n\/\/ \/\/         toc.style.display = 'none';\r\n\/\/ \/\/ \t}\r\n\/\/     \/\/ Update TOC title if sticky\r\n\/\/     if (windowTop > triggerPoint) {\r\n\/\/       if (!toc.classList.contains('sticky')) {\r\n\/\/         phtoc.style.display = \"block\";\r\n\/\/         toc.classList.add('sticky');\r\n\/\/         toc.style.width = `${tocParent.offsetWidth}px`; \/\/ Set width to match the parent element\r\n\/\/         toc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n\/\/         toc.style.backgroundColor = \"#FFF\";\r\n\/\/ \t\tpanel2.style.height = '0px';\r\n\/\/ \t\t  icon.style.transform = \"rotate(180deg)\";\r\n\/\/ \t\t  if(window.innerWidth < 767){\r\n\/\/ \/\/ \t\t\t  const tocs = document.querySelector('#toc.sticky');\r\n\/\/ \t\t\t  tocTitle.textContent = 'Daftar Isi'; \/\/ Reset title\r\n\/\/        \t\t  toc.style.width = '150px'; \/\/ Set width to match the parent element\r\n\/\/ \t\t  }\r\n\/\/       }\r\n\/\/       if (currentHeader) {\r\n\/\/ \/\/         console.log(\"activeLink:\", activeLink);\r\n\/\/         if (activeLink) {\r\n\/\/ \/\/           tocTitle.textContent = activeLink.textContent; \/\/ Update TOC title\r\n\/\/           tocTitle.textContent = activeLink ? activeLink.textContent : \"\"; \/\/ Update title only if activeLink exists\r\n\/\/         }\r\n\/\/       }\r\n\/\/     } else {\r\n\/\/       toc.classList.remove('sticky');\r\n\/\/       phtoc.style.display = \"none\";\r\n\/\/       toc.style.width = 'unset'; \/\/ Reset to original width\r\n\/\/       toc.style.backgroundColor = \"#FFF\";\r\n\/\/       tocTitle.textContent = 'Daftar isi'; \/\/ Reset title\r\n\/\/ \t\tpanel2.style.height = panel2.scrollHeight + \"px\";\r\n\/\/ \t\ticon.style.transform = \"rotate(180deg)\";\r\n\/\/     }\r\n\/\/   }\r\n\r\n\/\/     \/\/ Attach the scroll event listener to the window\r\n\/\/     window.addEventListener('scroll', handleScroll);\r\n\r\n\/\/     \/\/ Initial call to handleScroll to set the correct state on load\r\n\/\/     handleScroll();\r\n\/\/ });\r\n\t\r\n\/\/ \t\/\/ Open toggle TOC\r\n\/\/ \t  document.addEventListener(\"DOMContentLoaded\", function() {\r\n\/\/ \t\tvar tocHeader = document.querySelector(\"#toc .header\");\r\n\/\/ \t\tvar toc = document.querySelector(\"#toc\");\r\n\/\/ \t\tvar icon = document.querySelector(\".toc-icon\");\r\n\/\/ \t\tconst tocTitle = document.querySelector('#toc-title');\r\n\/\/ \t\tconst tocs = document.querySelector('#toc.sticky');\r\n\/\/  \t\tconst tocParent = toc.parentElement;\t\t  \r\n\r\n\/\/ \t\t  tocHeader.addEventListener(\"click\", function() {\r\n\/\/ \t\t\tvar panel = this.nextElementSibling;\r\n\/\/ \t\t\tif (panel.style.height !== '0px') { \/\/ Check if height is not 0px\r\n\/\/ \t\t\t  panel.style.height = '0px'; \/\/ Set height to 0 for full collapse\r\n\/\/ \t\t\t  icon.style.transform = \"rotate(180deg)\";\r\n\/\/ \/\/ \t\t\t\ttoc.style.paddingBottom = '6px'; \r\n\/\/ \t\t\t\tif(window.innerWidth > 768){\r\n\/\/ \t\t\t\t\tif(!toc.classList.contains('sticky')){\r\n\/\/ \t\t\t\t\t\ttoc.style.width = \"unset\";\r\n\/\/ \/\/ \t\t\t\t\t\ttoc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n\/\/ \t\t\t\t\t}\r\n\/\/ \t\t\t\t\tif (toc.classList.contains('sticky')){\r\n\/\/ \t\t\t\t\t\ttoc.style.width = '${tocParent.offsetWidth}px';\r\n\/\/ \t\t\t\t\t\ttoc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n\/\/ \t\t\t\t\t}\r\n\/\/ \t\t\t\t}\r\n\/\/ \t\t\t\tif(window.innerWidth < 767){\r\n\/\/ \t\t\t\t\ttoc.style.width = \"unset\"; \/\/ Reset width\r\n\/\/ \t\t\t\t}\r\n\/\/ \t\t\t\ttoc.style.backgroundColor = \"#FFF1F1\";\r\n\/\/ \t\t\t} else {\r\n\/\/ \t\t\t  panel.style.height = panel.scrollHeight + \"px\";\r\n\/\/ \t\t\t  icon.style.transform = \"rotate(0deg)\";\r\n\/\/ \t\t\t  toc.style.backgroundColor = \"#FFF\";\r\n\/\/ \t\t\t  tocTitle.textContent = 'Daftar isi'; \/\/ Reset title\r\n\/\/ \t\t\t\ttoc.style.paddingBottom = '24px';\r\n\/\/ \t\t\t \tif(window.innerWidth < 767){\r\n\/\/ \t\t\t\t\ttoc.style.width = `${tocParent.offsetWidth}px`; \/\/ Set width to match the parent element\r\n\/\/ \t\t\t\t\ttoc.setAttribute('style', 'width: ' + tocParent.offsetWidth + 'px !important;');\r\n\/\/ \t\t\t\t}\r\n\/\/ \t\t\t}\r\n\/\/ \t\t  });\r\n\r\n\/\/ \t\t  \/\/ Close TOC when a link inside it is clicked\r\n\/\/ \t\t  var tocLinks = document.querySelectorAll(\"#toc .list a\");\r\n\/\/ \t\t  tocLinks.forEach(function(link) {\r\n\/\/ \t\t\tlink.addEventListener(\"click\", function() {\r\n\/\/ \t\t\t  var panel = document.querySelector(\"#toc .list\");\r\n\/\/ \t\t\t  panel.style.height = '0px'; \/\/ Set height to 0 for full collapse\r\n\/\/ \t\t\t  icon.style.transform = \"rotate(180deg)\";\r\n\/\/ \t\t\t  toc.style.backgroundColor = \"#FFF\";\r\n\/\/ \t\t\t});\r\n\/\/ \t\t  });\r\n\/\/ \t\t});\r\n\r\n\/\/ START new JS for ToC improvements\r\ndocument.addEventListener(\"DOMContentLoaded\", function() {\r\n  const toc = document.querySelector('#toc');\r\n  const footer = document.querySelector('.td-footer-template-wrap');\r\n  const tocParent = toc.parentElement;\r\n  const divTop = tocParent.getBoundingClientRect().top + window.pageYOffset;\r\n  const tocHeight = toc.offsetHeight;\r\n  const triggerPoint = divTop + tocHeight + 1750;\r\n\tconsole.log(triggerPoint)\r\n  const footerHeight = footer.offsetHeight;\r\n  const triggerFooterPoint = footer.getBoundingClientRect().top + window.pageYOffset - footerHeight*3;\r\n  const phtoc = document.querySelector('#placeholder-toc');\r\n  const headers = document.querySelectorAll('.td-post-content h2');\r\n  const navLinks = document.querySelectorAll('#toc-list a');\r\n  \r\n  const panel2 = document.querySelector(\"#toc .list\");\r\n  const icon = document.querySelector(\".toc-icon\");\r\n  const tocTitle = document.querySelector('#toc-title');\r\n\r\n  let activeLink = null;\r\n  let userClosedTOC = false; \/\/ Flag user menutup TOC\r\n\r\n  function handleScroll() {\r\n    const windowTop = window.pageYOffset || document.documentElement.scrollTop;\r\n    let currentHeader = '';\r\n\r\n    \/\/ Update TOC title sesuai header yang terlihat\r\n    headers.forEach(header => {\r\n      const headerTop = header.offsetTop;\r\n      const headerHeight = header.clientHeight;\r\n      if(window.innerWidth < 767){\r\n        tocTitle.textContent = 'Daftar Isi'; \r\n      } else {\r\n        if (window.scrollY >= (headerTop - headerHeight + 1750)) {\r\n          const currentHeaderId = header.getAttribute('id');\r\n          const currentHeaderText = document.getElementById(currentHeaderId).textContent;\r\n          tocTitle.textContent = currentHeaderText;\r\n          currentHeader = currentHeaderId;\r\n        }\r\n      }\r\n    });\r\n\r\n    navLinks.forEach(link => {\r\n      link.classList.remove('active');\r\n      if(currentHeader && link.getAttribute('href').includes(currentHeader)) {\r\n        link.classList.add('active');\r\n      }\r\n    });\r\n\r\n    if (windowTop > triggerPoint) {\r\n      if (!toc.classList.contains('sticky')) {\r\n        phtoc.style.display = \"block\";\r\n        toc.classList.add('sticky');\r\n        toc.style.width = `${tocParent.offsetWidth}px`;\r\n        toc.style.backgroundColor = \"#FFF\";\r\n        \/\/ Saat sticky, TOC otomatis tertutup\r\n        panel2.style.height = '0px';\r\n        icon.style.transform = \"rotate(180deg)\";\r\n        userClosedTOC = true; \/\/ Set flag supaya tidak terbuka saat scroll\r\n      }\r\n      \r\n      if(window.innerWidth < 767){\r\n        tocTitle.textContent = 'Daftar Isi'; \r\n        toc.style.width = '150px';\r\n      }\r\n\r\n    } else {\r\n      toc.classList.remove('sticky');\r\n      phtoc.style.display = \"none\";\r\n      toc.style.width = 'unset';\r\n      toc.style.backgroundColor = \"#FFF\";\r\n      tocTitle.textContent = 'Daftar isi'; \r\n\r\n      \/\/ Kembalikan panel jika user belum menutup manual\r\n      if(!userClosedTOC) {\r\n        panel2.style.height = panel2.scrollHeight + \"px\";\r\n        icon.style.transform = \"rotate(0deg)\";\r\n      }\r\n    }\r\n  }\r\n\r\n  window.addEventListener('scroll', handleScroll);\r\n  handleScroll();\r\n\r\n  \/\/ Toggle TOC saat user klik\r\n  const tocHeader = document.querySelector(\"#toc .header\");\r\n  tocHeader.addEventListener(\"click\", function() {\r\n    const panel = panel2;\r\n    if (panel.style.height !== '0px') {\r\n      panel.style.height = '0px';\r\n      icon.style.transform = \"rotate(180deg)\";\r\n      userClosedTOC = true;\r\n    } else {\r\n      panel.style.height = panel.scrollHeight + \"px\";\r\n      icon.style.transform = \"rotate(0deg)\";\r\n      userClosedTOC = false;\r\n    }\r\n  });\r\n\r\n  \/\/ Close TOC saat link diklik\r\n  document.querySelectorAll(\"#toc .list a\").forEach(link => {\r\n    link.addEventListener(\"click\", function() {\r\n      panel2.style.height = '0px';\r\n      icon.style.transform = \"rotate(180deg)\";\r\n      userClosedTOC = true;\r\n    });\r\n  });\r\n});\r\n\/\/ END new JS for ToC improvements\r\n\r\n\t\r\n\/\/ \tmake the heading at the center of the viewport\r\n\/\/ \tdocument.addEventListener('DOMContentLoaded', function() {\r\n\/\/     \/\/ Add click event listener to all links in the TOC list\r\n\/\/     document.querySelectorAll('#toc-list a').forEach(anchor => {\r\n\/\/         anchor.addEventListener('click', function (e) {\r\n\/\/             e.preventDefault(); \/\/ Prevent the default behavior of jumping to the anchor\r\n\/\/ \/\/ \t\t\tconsole.log(\"prevent default\");\r\n\/\/             const targetId = this.getAttribute('href').substring(1); \/\/ Get the ID of the target element\r\n\/\/             const targetElement = document.getElementById(targetId); \/\/ Get the target element\r\n\r\n\/\/             if (targetElement) {\r\n\/\/                 const headerHeight = document.querySelector('#toc .header').offsetHeight; \/\/ Get the height of the fixed header\r\n\/\/                 const windowHeight = window.innerHeight; \/\/ Get the height of the viewport\r\n\/\/                 const targetOffset = targetElement.offsetTop; \/\/ Get the top offset of the target element\r\n\/\/                 const scrollTo = targetOffset + (windowHeight \/ 2) + (headerHeight); \/\/ Calculate the scroll position to center the target element\r\n\r\n\/\/                 \/\/ Scroll to the calculated position smoothly\r\n\/\/                 window.scrollTo({\r\n\/\/                     top: scrollTo,\r\n\/\/                     behavior: 'smooth'\r\n\/\/                 });\r\n\/\/             }\r\n\/\/         });\r\n\/\/     });\r\n\/\/ });\r\n<\/script>\r\n\r\n<script>\r\n    \/\/ Scrollspy function to highlight the active TOC item based on the scroll position\r\n  function scrollSpy(tocClass) {\r\n    const scrollPosition = window.scrollY;\r\n\r\n    \/\/ Find the active h2 and h3 headings based on their position in the corresponding TOC\r\n    let activeH2 = null;\r\n    let activeH3 = null;\r\n\r\n    const tocItems = document.querySelectorAll(`.${tocClass} li`);\r\n    tocItems.forEach(item => {\r\n      const a = item.querySelector('a');\r\n      if (!a) return;\r\n      const href = a.getAttribute('href');\r\n      const targetId = href.substring(1); \/\/ Remove the '#' from the href to get the target ID\r\n      const targetElement = document.getElementById(targetId);\r\n      if (!targetElement) return;\r\n\r\n      const targetTop = targetElement.getBoundingClientRect().top + scrollPosition;\r\n      const nextItem = item.nextElementSibling;\r\n      const nextTop = nextItem ? nextItem.getBoundingClientRect().top + scrollPosition : Infinity;\r\n\r\n      if (targetTop <= scrollPosition + 150) {\r\n        if (a.parentElement.parentElement === tocItems) {\r\n          \/\/ The h2 heading is at the root level of the TOC\r\n          activeH2 = { id: targetId, level: 'h2' };\r\n        } \r\n\t\t  else {\r\n          \/\/ The h3 heading is nested under an h2 heading\r\n          const parentH2 = a.parentElement.parentElement.previousElementSibling;\r\n          if (parentH2) {\r\n            const h2Link = parentH2.querySelector('a');\r\n            if (h2Link) {\r\n              const h2Href = h2Link.getAttribute('href');\r\n              const h2Id = h2Href.substring(1);\r\n              activeH2 = { id: h2Id, level: 'h2' };\r\n            }\r\n          }\r\n          activeH3 = { id: targetId, level: 'h3' };\r\n        }\r\n      }\r\n\r\n      if (targetTop > scrollPosition + 150 && nextTop > scrollPosition + 150 && !activeH3) {\r\n        \/\/ Reset the activeH2 when there are no more active h3 headings\r\n        activeH2 = null;\r\n      }\r\n    });\r\n\r\n    \/\/ Update the active state for the TOC items\r\n    tocItems.forEach(item => {\r\n      item.classList.remove('active');\r\n      const a = item.querySelector('a');\r\n      if (a) {\r\n        const href = a.getAttribute('href');\r\n        const targetId = href.substring(1);\r\n        if ((activeH2 && activeH2.id === targetId) || (activeH3 && activeH3.id === targetId)) {\r\n          item.classList.add('active');\r\n        }\r\n      }\r\n    });\r\n  }\r\n\r\n  \/\/ Call scrollSpy for each TOC on window scroll\r\n  const tocClasses = ['list_toc', 'list_toc_float']; \/\/ Add other TOC class names here if you have more than two instances\r\n  tocClasses.forEach(tocClass => {\r\n    window.addEventListener('scroll', () => scrollSpy(tocClass));\r\n  });\r\n<\/script>\r\n\r\n<!-- ToC List for desktop side bar, diganti jadi inject by php, di code snippet \"Sidebar Accordion\" -->\r\n<!-- <script>\r\n\tdocument.addEventListener(\"DOMContentLoaded\", function() {\r\n\r\n        \/\/ Fungsi untuk membuat nested list\r\n        function createNestedList(parentNode, children) {\r\n            if (children.length === 0) return;\r\n\r\n            const nestedUl = document.createElement('ul');\r\n            children.forEach(child => {\r\n                const nestedLi = document.createElement('li');\r\n                const nestedA = document.createElement('a');\r\n                nestedA.textContent = child.title;\r\n                nestedA.href = `#${child.id}`;\r\n                nestedLi.appendChild(nestedA);\r\n                nestedUl.appendChild(nestedLi);\r\n\r\n                if (child.children.length > 0) {\r\n                    createNestedList(nestedLi, child.children);\r\n                }\r\n            });\r\n\r\n            parentNode.appendChild(nestedUl);\r\n        }\r\n\r\n        \/\/ Membuat objek untuk menyimpan daftar h2 dan h3 beserta judulnya\r\n        const headings = [];\r\n\r\n           \/\/ Mengambil semua elemen h2 dan h3\r\n        \/\/ Mengambil semua elemen h2 dan h3\r\n\t\tconst elements = document.querySelectorAll('.td-post-content h2');\r\n\r\n\t\t\tfunction newFormatId(text) {\r\n\t\t\t\tif(text.toLowerCase() === \"key takeaways\") {\r\n\t\t\t\t\treturn;\r\n\t\t\t\t}\r\n\t\t\t\t\r\n\t\t\t\tconst result = text.toLowerCase()\r\n\t\t\t\t.trim()\r\n\t\t\t\t.replace(\/[^\\w\\s-]\/g, '')  \/\/ hapus tanda baca\r\n\t\t\t\t.replace(\/\\s+\/g, '-'); \/\/ ganti spasi jadi \"-\"\r\n\r\n\t\t\t\treturn result;\r\n\t\t\t}\r\n\t\r\n\t\telements.forEach(element => {\r\n\t\t\tif (element.tagName === 'H2') {\r\n\t\t\t\tconst id = newFormatId(element.textContent); \/\/ Hasilkan ID baru\r\n\t\t\t\telement.id = id; \/\/ Tetapkan ID ke elemen h2\r\n\t\t\t\tif (element.textContent.toLowerCase() === \"key takeaways\") {return;} \/\/ Kalau Key Takeaways, jangan dimasukin\r\n\t\t\t\theadings.push({ level: 'h2', id: id, title: element.textContent, children: [] });\r\n\t\t\t} else if (element.tagName === 'H3') {\r\n\t\t\t\tconst id = newFormatId(element.textContent); \/\/ Hasilkan ID baru\r\n\t\t\t\telement.id = id; \/\/ Tetapkan ID ke elemen h3\r\n\t\t\t\tif (headings.length > 0) {\r\n\t\t\t\t\theadings[headings.length - 1].children.push({ level: 'h3', id: id, title: element.textContent, children: [] });\r\n\t\t\t\t}\r\n\t\t\t}\r\n\t\t});\r\n       \/\/ Membuat list HTML dari objek headings\r\n\t\tconst ul = document.getElementById('list_toc');\r\n\t\tlet currentUl = ul;\r\n\t\theadings.forEach(heading => {\r\n\t\t\tconst li = document.createElement('li');\r\n\t\t\tconst a = document.createElement('a');\r\n\t\t\ta.textContent = heading.title;\r\n\t\t\ta.href = `#${heading.id}`; \/\/ Gunakan ID yang baru dihasilkan\r\n\t\t\tli.appendChild(a);\r\n\r\n\t\t\tif (heading.level === 'h2') {\r\n\t\t\t\tcurrentUl = li;\r\n\t\t\t\tul.appendChild(li);\r\n\t\t\t} else if (heading.level === 'h3') {\r\n\t\t\t\tif (!currentUl.lastElementChild || currentUl.lastElementChild.tagName !== 'UL') {\r\n\t\t\t\t\tconst nestedUl = document.createElement('ul');\r\n\t\t\t\t\tcurrentUl.appendChild(nestedUl);\r\n\t\t\t\t\tcurrentUl = nestedUl;\r\n\t\t\t\t}\r\n\t\t\t\tcurrentUl.appendChild(li);\r\n\t\t\t}\r\n\r\n\t\t\tcreateNestedList(li, heading.children);\r\n\t\t});\r\n\t\t\/\/ Dapatkan elemen ul dengan id 'list_toc'\r\n\t\tconst ulFloat = document.getElementById('list_toc');\r\n\r\n\t\t\/\/ Dapatkan isi (child elements) dari ul dengan id 'list_toc'\r\n\t\tconst clonedChildren = ulFloat.cloneNode(true).children;\r\n\r\n\t\t\/\/ Dapatkan elemen ul dengan id 'list_toc_float'\r\n\t\tconst ulToc = document.getElementById('list_toc_float');\r\n\r\n\t\t\/\/ Tambahkan isi yang telah didapatkan dari 'list_toc' ke ul dengan id 'list_toc_float'\r\n\t\tulToc.append(...clonedChildren);\r\n\r\n\r\n        \/\/ Fungsi untuk mengambil tinggi navbar\r\n\t\tfunction getNavbarHeight() {\r\n\t\t\tconst navbar = document.getElementById('tdi_34');\r\n\t\t\treturn navbar ? navbar.offsetHeight : 0;\r\n\t\t}\r\n\r\n\t\t\/\/ Fungsi untuk menambahkan offset posisi scroll\r\n\t\tfunction scrollToElementWithOffset(elementId) {\r\n\t\t\tconst element = document.getElementById(elementId);\r\n\t\t\tif (element) {\r\n\t\t\t\tconst offset = getNavbarHeight();\r\n\t\t\t\tconst elementPosition = element.getBoundingClientRect().top;\r\n\t\t\t\tconst offsetPosition = elementPosition - offset - 40;\r\n\r\n\t\t\t\twindow.scrollBy({\r\n\t\t\t\t\ttop: offsetPosition,\r\n\t\t\t\t\tbehavior: 'smooth'\r\n\t\t\t\t});\r\n\t\t\t}\r\n\t\t}\r\n\r\n\t\t\/\/ Fungsi untuk menangani klik pada tautan judul\r\n\t\tfunction handleTitleClick(event) {\r\n\t\t\tevent.preventDefault();\r\n\t\t\tconst href = event.target.getAttribute('href').substr(1);\r\n\t\t\tscrollToElementWithOffset(href);\r\n\t\t}\r\n\r\n\t\t\/\/ Tambahkan event listener untuk semua tautan judul\r\n\t\tconst titleLinks = document.querySelectorAll('a[href^=\"#\"]');\r\n\t\ttitleLinks.forEach(link => {\r\n\t\t\tlink.addEventListener('click', handleTitleClick);\r\n\t\t});\r\n\t\t\r\n\t});\r\n    <\/script> -->\r\n<\/span><\/p>\n<p><span data-sheets-root=\"1\">\r\n\r\n<script>\r\n    \/\/ check which image to use based on screensize\r\n    document.addEventListener(\"DOMContentLoaded\", function() {\r\n        function updateImageSource() {\r\n            var images = document.querySelectorAll('.responsive-image-banner');\r\n            var screenWidth = window.innerWidth;\r\n\r\n            images.forEach(function(img) {\r\n                var mobileSrc = img.getAttribute('data-mobile-src');\r\n                var desktopSrc = img.getAttribute('data-desktop-src');\r\n\r\n                if (screenWidth < 576 && mobileSrc) {\r\n                    img.setAttribute('src', mobileSrc);\r\n                } else {\r\n                    img.setAttribute('src', desktopSrc);\r\n                }\r\n            });\r\n        }\r\n\r\n        \/\/ Initial check\r\n        updateImageSource();\r\n\r\n        \/\/ Update on resize\r\n        window.addEventListener('resize', updateImageSource);\r\n    });\r\n<\/script><\/span><\/p>\n<h2><span id=\"a\"><\/span><strong>Apa Itu Consumption Forecasting?<\/strong><\/h2>\n<p>Consumption forecasting adalah proses memperkirakan penggunaan bahan baku atau produk jadi di masa depan untuk kebutuhan operasional internal perusahaan. Perhitungan ini umumnya mengacu pada data historis dan pola pemakaian aktual agar hasilnya lebih terukur.<\/p>\n<p>Dalam konteks manufaktur, consumption forecasting membantu perusahaan menghitung kebutuhan bahan baku untuk periode produksi berikutnya. Sementara itu, di sektor retail, proses ini digunakan untuk melihat laju pergerakan stok di setiap gerai secara lebih spesifik.<\/p>\n<p>Meski sering disamakan, consumption forecasting berbeda dengan demand forecasting. Memahami perbedaan keduanya penting agar perusahaan dapat menyusun strategi persediaan dan rantai pasok dengan lebih tepat.<\/p>\n<h2><strong>Perbedaan Consumption Forecasting vs Demand Forecasting<\/strong><\/h2>\n<p><strong><em>Demand forecasting<\/em><\/strong> berfokus pada permintaan pasar eksternal atau apa yang diinginkan pelanggan untuk dibeli di masa depan. Ini lebih bersifat spekulatif dan dipengaruhi oleh tren pasar, promosi, serta kondisi ekonomi makro. Fokus utamanya adalah <a href=\"https:\/\/www.hashmicro.com\/id\/blog\/sales-forecasting\/\">potensi pendapatan penjualan<\/a>.<\/p>\n<p>Sebaliknya, <strong><em>consumption forecasting<\/em><\/strong> melihat ke dalam, yaitu pada penggunaan internal atau penyerapan stok aktual yang benar-benar terjadi.<\/p>\n<p>Misalnya, sebuah pabrik mungkin memprediksi permintaan pasar naik 20%, namun kapasitas produksi hanya mampu menyerap bahan baku naik 10%. Di sinilah peramalan konsumsi berperan untuk menyelaraskan realitas operasional.<\/p>\n<div style=\"overflow-x: auto; margin: 20px 0;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: Arial, sans-serif; font-size: 14px; line-height: 1.6; color: #333; table-layout: fixed;\">\n<thead>\n<tr>\n<th style=\"background-color: #c62828; color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; text-align: left; vertical-align: middle; width: 22%;\">Aspek<\/th>\n<th style=\"background-color: #c62828; color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; text-align: left; vertical-align: middle; width: 39%;\">Consumption Forecasting<\/th>\n<th style=\"background-color: #c62828; color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; text-align: left; vertical-align: middle; width: 39%;\">Demand Forecasting<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top; font-weight: bold;\">Fokus utama<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Memprediksi penggunaan aktual bahan baku atau produk untuk kebutuhan operasional internal.<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Memprediksi permintaan pasar atau jumlah produk yang kemungkinan dibeli pelanggan.<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top; font-weight: bold;\">Tujuan<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Membantu perencanaan stok, pembelian, dan penggunaan material agar lebih efisien.<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Membantu perencanaan penjualan, produksi, dan distribusi berdasarkan kebutuhan pasar.<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top; font-weight: bold;\">Dasar data<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Mengandalkan data historis pemakaian internal, pergerakan stok, dan pola konsumsi operasional.<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Mengandalkan data penjualan, tren pasar, musim, promosi, dan perilaku pelanggan.<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top; font-weight: bold;\">Pengguna utama<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Tim operasional, procurement, inventory, dan production planning.<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Tim sales, marketing, supply chain, dan manajemen bisnis.<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top; font-weight: bold;\">Orientasi analisis<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Berorientasi pada pemakaian internal dan efisiensi persediaan.<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Berorientasi pada kebutuhan pelanggan dan peluang pasar.<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top; font-weight: bold;\">Contoh<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Perusahaan menghitung berapa banyak tepung yang akan dipakai pabrik selama bulan depan.<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Perusahaan memperkirakan berapa banyak roti yang akan dibeli pelanggan bulan depan.<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top; font-weight: bold;\">Dampak bisnis<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Mengurangi overstock, stockout bahan baku, dan pemborosan biaya penyimpanan.<\/td>\n<td style=\"background-color: #ffffff; padding: 14px 16px; border: 1px solid #dddddd; vertical-align: top;\">Meningkatkan akurasi target penjualan, kesiapan stok, dan respons terhadap perubahan pasar.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2><span id=\"b\"><\/span><strong>Mengapa Consumption Forecasting Vital untuk Operasional Bisnis?<\/strong><\/h2>\n<p>Akurasi consumption forecasting berpengaruh langsung pada arus kas, efisiensi stok, dan kualitas layanan kepada pelanggan. Ketika prediksi meleset, perusahaan bisa menyimpan terlalu banyak stok yang akhirnya hanya menahan modal kerja di gudang.<\/p>\n<p>Di sisi lain, kekurangan bahan baku juga bisa memicu gangguan operasional. Produksi dapat terhenti, jadwal pengiriman terganggu, dan biaya downtime pun ikut meningkat.<\/p>\n<p>Forecast yang akurat juga membantu tim pengadaan mengambil keputusan dengan lebih percaya diri. Perusahaan dapat merencanakan pembelian dalam jumlah yang lebih ekonomis sekaligus mengatur jadwal pengiriman secara lebih efisien.<\/p>\n<h3>1. Mencegah overstock dan pemborosan biaya penyimpanan<\/h3>\n<p>Prediksi konsumsi yang tepat membantu perusahaan menjaga stok tetap seimbang sesuai kebutuhan operasional. Dengan begitu, biaya penyimpanan, sewa gudang, dan beban asuransi dapat ditekan.<\/p>\n<p>Risiko barang rusak, usang, atau kedaluwarsa pun ikut berkurang. Hal ini terutama penting bagi bisnis yang menangani produk dengan masa simpan terbatas, seperti makanan dan farmasi.<\/p>\n<h3>2. Meningkatkan service level dan kepuasan pelanggan<\/h3>\n<p>Ketersediaan produk memegang peran besar dalam menjaga kepercayaan pelanggan. Saat stok tersedia sesuai kebutuhan, perusahaan dapat memenuhi pesanan lebih tepat waktu dan lebih konsisten.<\/p>\n<p>Layanan yang lancar membuat pengalaman pelanggan menjadi lebih baik. Dalam jangka panjang, kondisi ini dapat mendorong pembelian ulang dan memperkuat loyalitas.<\/p>\n<h3>3. Mengoptimalkan cash flow dan perencanaan anggaran<\/h3>\n<p>Perencanaan pembelian yang lebih akurat membantu perusahaan mengelola arus kas dengan lebih sehat. Pengeluaran bisa dipetakan lebih awal sehingga risiko pembelian mendadak yang membebani likuiditas dapat dikurangi.<\/p>\n<p>Selain itu, anggaran perusahaan dapat dialokasikan ke kebutuhan lain yang lebih strategis. Jadi, dana tidak habis hanya untuk menumpuk persediaan yang belum tentu segera terpakai.<\/p>\n<h2><strong>Metode dan Model Consumption Forecasting yang Efektif<\/strong><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-183717 aligncenter\" src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/Metode-dan-Model-Consumption-Forecasting-yang-Efektif-e1768183557301-300x255.webp\" alt=\"Metode dan Model Consumption Forecasting yang Efektif\" width=\"496\" height=\"422\" srcset=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/Metode-dan-Model-Consumption-Forecasting-yang-Efektif-e1768183557301-300x255.webp 300w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/Metode-dan-Model-Consumption-Forecasting-yang-Efektif-e1768183557301-768x653.webp 768w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/Metode-dan-Model-Consumption-Forecasting-yang-Efektif-e1768183557301-494x420.webp 494w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/Metode-dan-Model-Consumption-Forecasting-yang-Efektif-e1768183557301-150x127.webp 150w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/Metode-dan-Model-Consumption-Forecasting-yang-Efektif-e1768183557301-696x591.webp 696w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/Metode-dan-Model-Consumption-Forecasting-yang-Efektif-e1768183557301.webp 1024w\" sizes=\"auto, (max-width: 496px) 100vw, 496px\" \/><\/p>\n<p>Terdapat berbagai pendekatan kualitatif dan kuantitatif, mulai dari analisis deret waktu hingga penggunaan algoritma AI modern. Pilihan metode yang tepat sangat bergantung pada ketersediaan data historis dan pola permintaan di industri Anda.<\/p>\n<p>Berikut adalah rincian metode populer yang sering digunakan para ahli.<\/p>\n<h3>1. Metode kuantitatif (Time series analysis)<\/h3>\n<p>Metode ini menggunakan data historis matematis untuk memproyeksikan pola masa depan dengan asumsi tren akan berulang. Teknik seperti <em>Moving Average<\/em> dan <em>Exponential Smoothing<\/em> sangat efektif untuk produk dengan pola permintaan stabil. Ini adalah metode yang paling umum digunakan karena objektivitas datanya.<\/p>\n<p>Contoh kasus: Suatu perusahaan manufaktur menggunakan Moving Average untuk memproyeksikan bahan yang dibutuhkan tiap bulan. Dengan cara ini, mereka dapat mengurangi kelebihan stok dan memastikan ketersediaan material tepat waktu.<\/p>\n<h3>2. Metode kualitatif (Expert judgment)<\/h3>\n<p>Pendekatan ini berbasis opini ahli, survei pasar, atau metode Delphi yang mengandalkan intuisi dan pengalaman. Metode ini sangat berguna ketika data historis minim, seperti saat peluncuran produk baru. Situasi pasar yang sangat fluktuatif atau <em>force majeure<\/em> juga sering membutuhkan intervensi kualitatif ini.<\/p>\n<p>Contoh kasus: Suatu perusahaan meluncurkan produk baru dan menggunakan Expert Judgment untuk meramalkan permintaan. Mereka mengandalkan feedback pelanggan dan analisis pasar untuk menyesuaikan stok.<\/p>\n<h3>3. Causal models (Hubungan sebab-akibat)<\/h3>\n<p>Metode ini melihat faktor eksternal yang memengaruhi konsumsi, seperti kampanye marketing, perubahan harga, atau indikator ekonomi. Analisis regresi sering digunakan untuk memahami seberapa besar dampak variabel independen terhadap konsumsi stok. Ini memberikan gambaran yang lebih holistik dibandingkan sekadar melihat data masa lalu.<\/p>\n<p>Contoh kasus: Perusahaan Z menggunakan analisis regresi untuk melihat pengaruh diskon terhadap penjualan produk. Hasilnya, mereka dapat meningkatkan stok produk yang sering terpengaruh harga.<\/p>\n<h2><strong>Tantangan Umum yang Dihadapi Perusahaan dalam <em>Consumption Forecasting<\/em><\/strong><\/h2>\n<p>Tantangan utama sering kali berakar pada kualitas data yang buruk dan silo informasi antardepartemen. Jika data historis yang Anda miliki tidak akurat atau tidak lengkap, hasil peramalan pasti akan meleset. Istilah &#8220;Garbage In, Garbage Out&#8221; sangat berlaku dalam proses forecasting ini.<\/p>\n<p>Selain itu, kurangnya komunikasi antara tim penjualan dan tim operasional sering menyebabkan lonjakan konsumsi tak terduga. Misalnya, tim sales mengadakan promo besar tanpa memberitahu gudang, menyebabkan stok habis seketika. Mengatasi ini memerlukan alat bantu teknologi yang mengintegrasikan seluruh data perusahaan.<\/p>\n<h3 data-start=\"286\" data-end=\"366\"><strong data-start=\"290\" data-end=\"366\">Studi Kasus: Marimas Meningkatkan Efisiensi Inventaris dengan Sistem Inventaris<\/strong><\/h3>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-190796\" src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system.webp\" alt=\"inventory system\" width=\"1349\" height=\"599\" srcset=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system.webp 1349w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system-300x133.webp 300w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system-1024x455.webp 1024w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system-768x341.webp 768w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system-946x420.webp 946w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system-150x67.webp 150w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system-696x309.webp 696w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/inventory-system-1068x474.webp 1068w\" sizes=\"auto, (max-width: 1349px) 100vw, 1349px\" \/><\/p>\n<p data-start=\"368\" data-end=\"680\">Perusahaan Marimas, yang dikenal dengan produk minumannya, menghadapi tantangan besar dalam mengelola stok bahan baku dan produk jadi.<\/p>\n<p data-start=\"368\" data-end=\"680\">Sebelumnya, mereka mengandalkan perencanaan manual untuk pengadaan, yang sering menyebabkan kelebihan stok atau kekurangan bahan baku pada saat yang krusial.<\/p>\n<p data-start=\"682\" data-end=\"1063\">Setelah mengimplementasikan <a href=\"https:\/\/www.hashmicro.com\/id\/inventaris\">sistem otomatisasi pengelolaan stok barang<\/a> dari HashMicro yang memanfaatkan fitur stock forecasting, Marimas mampu mengoptimalkan proses perencanaan dan mengurangi ketergantungan pada prediksi manual.<\/p>\n<p data-start=\"682\" data-end=\"1063\">Dengan data historis yang lebih terintegrasi dan akurat, mereka bisa memperkirakan kebutuhan bahan baku dengan tepat, bahkan memprediksi kebutuhan berdasarkan musim atau tren permintaan.<\/p>\n<p data-start=\"1065\" data-end=\"1078\"><strong data-start=\"1065\" data-end=\"1078\">Hasilnya?<\/strong><\/p>\n<ul>\n<li data-start=\"1081\" data-end=\"1220\">Pengurangan limbah bahan baku sebesar 25% karena mereka dapat menyesuaikan pembelian bahan baku dengan kebutuhan yang lebih akurat.<\/li>\n<li data-start=\"1081\" data-end=\"1220\">Peningkatan pengiriman tepat waktu menjadi 98%, berkat kemampuan sistem untuk memastikan bahan baku selalu tersedia tepat pada waktunya.<\/li>\n<li data-start=\"1372\" data-end=\"1487\">\n<p data-start=\"1374\" data-end=\"1487\">Penghematan biaya operasional karena pengurangan biaya penyimpanan dan pembelian bahan baku yang tidak perlu.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1489\" data-end=\"1715\">Pengalaman Marimas menunjukkan bagaimana teknologi tidak hanya mempermudah proses operasional tetapi juga memberikan keuntungan nyata dalam hal efisiensi biaya, pengelolaan stok, dan kepuasan pelanggan.<\/p>\n<h2><strong>Kesimpulan<\/strong><\/h2>\n<p data-start=\"0\" data-end=\"229\">Consumption forecasting menjadi fondasi efisiensi operasional karena membantu menyeimbangkan permintaan dengan ketersediaan stok. Dengan prediksi yang tepat, bisnis dapat mengurangi risiko kehabisan atau kelebihan persediaan.<\/p>\n<p data-start=\"0\" data-end=\"229\">Dengan menggunakan platform manajemen inventaris yang tepat, Anda bisa mengotomatisasi perencanaan berbasis data dan meningkatkan akurasi dalam pengambilan keputusan.<\/p>\n<p data-start=\"0\" data-end=\"229\">Jika Anda ingin inventaris lebih efisien, mulailah beralih ke teknologi yang terintegrasi. <strong><a href=\"https:\/\/www.hashmicro.com\/id\/tour-produk-gratis\/\">Jadwalkan konsultasi gratis<\/a><\/strong> dengan tim kami untuk memetakan kebutuhan dan solusi yang paling relevan untuk proses persediaan Anda.<\/p>\n<p data-start=\"476\" data-end=\"675\" data-is-last-node=\"\" data-is-only-node=\"\"><span data-sheets-root=\"1\"><a href=\"https:\/\/www.hashmicro.com\/id\/inventaris?medium=moneysite-banner\" target=\"_blank\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2026\/01\/inventory-definitive.webp\" data-desktop-src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2026\/01\/inventory-definitive.webp\" data-mobile-src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2026\/01\/inventory-definitive-m.webp\" alt=\"Inventory_Definisi\" class=\"responsive-image-banner\"><\/a>\r\n\r\n<script>\r\n    \/\/ check which image to use based on screensize\r\n    document.addEventListener(\"DOMContentLoaded\", function() {\r\n        function updateImageSource() {\r\n            var images = document.querySelectorAll('.responsive-image-banner');\r\n            var screenWidth = window.innerWidth;\r\n\r\n            images.forEach(function(img) {\r\n                var mobileSrc = img.getAttribute('data-mobile-src');\r\n                var desktopSrc = img.getAttribute('data-desktop-src');\r\n\r\n                if (screenWidth < 576 && mobileSrc) {\r\n                    img.setAttribute('src', mobileSrc);\r\n                } else {\r\n                    img.setAttribute('src', desktopSrc);\r\n                }\r\n            });\r\n        }\r\n\r\n        \/\/ Initial check\r\n        updateImageSource();\r\n\r\n        \/\/ Update on resize\r\n        window.addEventListener('resize', updateImageSource);\r\n    });\r\n<\/script><\/span><\/p>\n<h2><strong>Pertanyaan Seputar Consumption Forecasting<\/strong><\/h2>\n<ul class=\"bottom_faq\">\n<li>\n<details>\n<summary><strong>Apa perbedaan utama antara consumption forecasting dan sales forecasting?<\/strong><\/summary>\n<p>Sales forecasting memprediksi pendapatan penjualan, sedangkan consumption forecasting memprediksi penggunaan fisik barang atau bahan baku untuk operasional.<\/p>\n<\/details>\n<\/li>\n<li>\n<details>\n<summary><strong>Seberapa sering perusahaan harus memperbarui data forecasting mereka?<\/strong><\/summary>\n<p>Idealnya data diperbarui secara real-time atau minimal setiap bulan, tergantung pada volatilitas pasar dan siklus produk industri Anda.<\/p>\n<\/details>\n<\/li>\n<li>\n<details>\n<summary><strong>Bagaimana cara menangani fluktuasi permintaan yang tiba-tiba dalam forecasting?<\/strong><\/summary>\n<p>Gunakan metode kualitatif (expert judgment) dan sistem ERP yang fleksibel untuk menyesuaikan parameter safety stock secara cepat saat terjadi anomali.<\/p>\n<\/details>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Consumption forecasting membantu perusahaan membaca pola pemakaian produk, bahan baku, atau stok agar keputusan pembelian, produksi, dan distribusi lebih terarah. Dengan proyeksi konsumsi yang lebih akurat, bisnis dapat menjaga ketersediaan barang tanpa menumpuk persediaan secara berlebihan. Pendekatan ini makin penting ketika permintaan berubah cepat dan perencanaan tidak lagi bisa mengandalkan intuisi semata. McKinsey mencatat bahwa [&hellip;]<\/p>\n","protected":false},"author":160,"featured_media":179825,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[88],"tags":[],"class_list":{"0":"post-179602","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-inventory"},"acf":{"post_reviewer":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.1 (Yoast SEO v25.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Consumption Forecasting untuk Meningkatkan Akurasi Stok dan Efisiensi &#187; HashMicro Indonesia<\/title>\n<meta name=\"description\" content=\"Consumption forecasting membantu memprediksi kebutuhan bahan baku secara tepat, menjaga arus kas dan profitabilitas perusahaan.\" \/>\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.hashmicro.com\/id\/blog\/consumption-forecasting\/\" \/>\n<meta property=\"og:locale\" content=\"id_ID\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Consumption Forecasting untuk Meningkatkan Akurasi Stok dan Efisiensi\" \/>\n<meta property=\"og:description\" content=\"Consumption forecasting membantu memprediksi kebutuhan bahan baku secara tepat, menjaga arus kas dan profitabilitas perusahaan.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/\" \/>\n<meta property=\"og:site_name\" content=\"HashMicro Indonesia\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/hashmicro\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-10T02:00:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-12T03:40:22+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/consumption-forecasting.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Jessica Wijaya\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@hashmicro\" \/>\n<meta name=\"twitter:site\" content=\"@hashmicro\" \/>\n<meta name=\"twitter:label1\" content=\"Ditulis oleh\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jessica Wijaya\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimasi waktu membaca\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 menit\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/\"},\"author\":{\"name\":\"Jessica Wijaya\",\"@id\":\"https:\/\/www.hashmicro.com\/id\/blog\/#\/schema\/person\/4d83ca1a7056c0a44f813f8721086980\"},\"headline\":\"Consumption Forecasting untuk Meningkatkan Akurasi Stok dan Efisiensi\",\"datePublished\":\"2025-12-10T02:00:45+00:00\",\"dateModified\":\"2026-03-12T03:40:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/\"},\"wordCount\":1458,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.hashmicro.com\/id\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/12\/consumption-forecasting.webp\",\"articleSection\":[\"Inventory\"],\"inLanguage\":\"id\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/\",\"url\":\"https:\/\/www.hashmicro.com\/id\/blog\/consumption-forecasting\/\",\"name\":\"Consumption Forecasting untuk Meningkatkan Akurasi Stok dan Efisiensi &#187; 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