{"id":179238,"date":"2025-12-08T09:24:27","date_gmt":"2025-12-08T02:24:27","guid":{"rendered":"https:\/\/www.hashmicro.com\/id\/blog\/?p=179238"},"modified":"2025-12-08T14:48:13","modified_gmt":"2025-12-08T07:48:13","slug":"moving-average","status":"publish","type":"post","link":"https:\/\/www.hashmicro.com\/id\/blog\/moving-average\/","title":{"rendered":"Moving Average Adalah: Rumus, Jenis &#038; Fungsi untuk Bisnis"},"content":{"rendered":"<p data-start=\"0\" data-end=\"215\">Moving Average menjadi solusi ketika harga bahan baku berubah drastis dan menyulitkan Anda menjaga margin keuntungan. Tanpa metode yang tepat, keputusan harga sering bergantung pada intuisi yang tidak selalu akurat.<\/p>\n<p data-start=\"217\" data-end=\"468\">Dengan dukungan <a href=\"https:\/\/www.hashmicro.com\/id\/inventaris?ref\/moving-average\"><strong>Software Inventory HashMicro<\/strong><\/a>, perhitungan rata-rata bergerak dapat dilakukan otomatis dan konsisten untuk menghasilkan data yang lebih dapat diandalkan. Teknologi ini membantu Anda membaca tren biaya dan stok dengan lebih percaya diri.<\/p>\n<p data-start=\"470\" data-end=\"654\" data-is-last-node=\"\" data-is-only-node=\"\">Panduan ini akan membahas cara kerja moving average dan penerapannya dalam manajemen inventaris modern. Kini saatnya mengandalkan analisis data untuk keputusan strategis.<\/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>Moving average adalah<\/strong><\/a> teknik perata data yang membantu bisnis melihat tren nyata dengan lebih jelas untuk membuat keputusan operasional dan keuangan yang lebih objektif.<\/li>\n<li aria-level=\"1\"><a href=\"#b\"><strong>Metode moving average mencakup<\/strong><\/a> SMA, WMA, dan EMA yang masing-masing menawarkan tingkat respons berbeda terhadap perubahan data untuk analisis tren yang lebih akurat.<\/li>\n<li><strong><a href=\"https:\/\/www.hashmicro.com\/id\/inventaris?ref\/moving-average\">Software Inventory HashMicro<\/a><\/strong> memudahkan perhitungan moving average secara otomatis sehingga keputusan pengadaan dapat diambil lebih cepat dan tepat.<\/li>\n<\/ul>\n<p style=\"text-align: center;\"><style>\r\n.button-cta-custom {\r\n    background-color: #8a0e19;\r\n    color: #fff !important;\r\n    -webkit-transition: all .3s ease;\r\n    transition: all .3s ease;\r\n    padding: 8px 24px;\r\n    display: inline-block;\r\n    border-radius: 8px;\r\n    font-size: 16px;\r\n    font-weight: bold;\r\n}\r\n.button-cta-custom:hover{\r\n\tbackground-color:#991b26\t\t\r\n}\r\n<\/style>\r\n<a class=\"button-cta-custom\" href=\"https:\/\/www.hashmicro.com\/id\/tour-produk-gratis\/?medium=cta-button\" target=\"_blank\">Klik untuk Demo Gratis!<\/a>\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}`; 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Teknik ini berfungsi untuk memuluskan fluktuasi data jangka pendek, sehingga tren jangka panjang menjadi lebih jelas terlihat. Dalam dunia bisnis, metode ini sangat krusial untuk memisahkan <em>noise<\/em> pasar dari tren yang sebenarnya.<\/p>\n<p>Bagi saya, pemahaman tentang rata-rata bergerak bukan hanya milik para <em>trader<\/em> saham, tetapi juga wajib dimiliki oleh manajer operasional dan keuangan. Metode ini membantu Anda menghindari reaksi berlebihan terhadap lonjakan harga atau penurunan penjualan sesaat yang seringkali menipu. Dengan data yang lebih halus, keputusan terkait pengadaan barang akan jauh lebih objektif dan terukur.<\/p>\n<h2>J<span id=\"b\"><\/span>enis-Jenis Metode Moving Average yang Wajib Diketahui<\/h2>\n<p>Terdapat berbagai variasi perhitungan rata-rata bergerak yang dapat disesuaikan dengan kebutuhan analisis dan sensitivitas data bisnis Anda. Pemilihan metode yang tepat sangat bergantung pada seberapa cepat Anda ingin merespons perubahan data terbaru di pasar. Berikut adalah tiga jenis utama yang paling sering saya rekomendasikan untuk analisis bisnis:<\/p>\n<h3>1. Simple Moving Average (SMA)<\/h3>\n<p>Simple Moving Average adalah bentuk paling dasar di mana rata-rata dihitung dengan menjumlahkan data dalam periode tertentu lalu membaginya dengan jumlah periode tersebut. Metode ini memberikan bobot yang sama rata untuk setiap data, sehingga sangat cocok untuk melihat tren jangka panjang yang stabil. Saya menyarankan penggunaan SMA jika Anda ingin mengabaikan volatilitas harian yang ekstrem.<\/p>\n<h3>2. Weighted Moving Average (WMA)<\/h3>\n<p>Berbeda dengan SMA, Weighted Moving Average memberikan bobot yang berbeda pada setiap data, di mana data terbaru mendapatkan porsi yang lebih besar. Pendekatan ini membuat WMA lebih responsif terhadap perubahan harga atau tren terkini dibandingkan data lama. Metode ini sangat berguna jika bisnis Anda membutuhkan analisis yang sensitif terhadap pergerakan pasar terbaru.<\/p>\n<h3>3. Exponential Moving Average (EMA)<\/h3>\n<p>Exponential Moving Average mirip dengan WMA namun menggunakan perhitungan eksponensial yang memberikan penekanan bobot jauh lebih signifikan pada data terakhir. Metode ini sangat populer di kalangan analis rantai pasok karena kemampuannya bereaksi sangat cepat terhadap sinyal perubahan tren. Penggunaan EMA memungkinkan Anda melakukan antisipasi strategi pengadaan yang lebih dini.<\/p>\n<h2>Penerapan Metode Moving Average dalam Valuasi Inventaris<\/h2>\n<p>Dalam manajemen persediaan, metode ini sering disebut sebagai <em>Average Cost Method<\/em> dan digunakan untuk menghitung biaya rata-rata per unit setiap kali ada pembelian baru. Metode ini menjadi jalan tengah yang ideal di antara metode FIFO dan LIFO untuk meratakan fluktuasi harga beli. Penggunaan <a href=\"https:\/\/www.hashmicro.com\/id\/inventaris?ref\/moving-average\" target=\"_blank\" rel=\"noopener\">software inventory<\/a> yang mendukung metode ini akan sangat memudahkan perhitungan otomatis.<\/p>\n<p>Penerapan metode ini sangat membantu perusahaan dalam menjaga kestabilan Harga Pokok Penjualan (HPP) dan margin keuntungan di tengah pasar yang dinamis. Bagi bisnis dengan barang yang harganya fluktuatif seperti komoditas, metode ini mencegah lonjakan biaya mendadak dalam laporan keuangan. Hasilnya, laporan laba rugi Anda akan mencerminkan nilai persediaan yang lebih moderat dan realistis.<\/p>\n<h2>Fungsi Moving Average untuk Forecasting Penjualan<\/h2>\n<p>Selain untuk inventaris, rata-rata bergerak adalah alat yang sangat efektif untuk melakukan <em>sales forecasting<\/em> guna merencanakan pengadaan barang di masa depan. Dengan mengambil data penjualan historis dan menarik garis rata-ratanya, manajer dapat memprediksi estimasi permintaan produk bulan depan dengan lebih akurat. Teknik ini membantu meminimalisir risiko kesalahan prediksi yang sering terjadi.<\/p>\n<p>Teknik peramalan ini membantu bisnis menghindari dua masalah utama dalam rantai pasok: penumpukan stok (<em>overstock<\/em>) dan kehabisan barang (<em>stockout<\/em>). Penerapan forecasting berbasis data memungkinkan tim pengadaan membuat keputusan pembelian yang didukung fakta, bukan asumsi. Anda bisa memanfaatkan <a href=\"https:\/\/www.hashmicro.com\/id\/blog\/aplikasi-stok-barang-terbaik\/\" target=\"_blank\" rel=\"noopener\">software stok barang<\/a> untuk mengotomatiskan analisis data historis ini.<\/p>\n<h2>Rumus dan Cara Menghitung Moving Average<\/h2>\n<p>Memahami logika perhitungan di balik rata-rata bergerak sangat penting agar Anda dapat memvalidasi data yang dihasilkan oleh sistem atau laporan tim. Meskipun terlihat matematis, konsep dasarnya sebenarnya cukup sederhana dan dapat diterapkan menggunakan <em>spreadsheet<\/em>. Berikut adalah penjabaran rumus untuk masing-masing jenis agar Anda dapat mencobanya sendiri:<\/p>\n<h3>a. Rumus Simple Moving Average (SMA)<\/h3>\n<p>Rumus SMA dihitung dengan menjumlahkan seluruh data dalam periode waktu tertentu (n), kemudian dibagi dengan jumlah periode tersebut. Rumusnya adalah: <strong>SMA = (A1 + A2 + &#8230; + An) \/ n<\/strong>, di mana A adalah data pada periode masing-masing. Ini adalah cara termudah untuk mendapatkan gambaran umum tren data.<\/p>\n<h3>b. Rumus Weighted Moving Average (WMA)<\/h3>\n<p>Perhitungan WMA melibatkan perkalian setiap data dengan faktor bobot tertentu sebelum dijumlahkan, dengan total pembagi adalah jumlah dari faktor bobot tersebut. Rumus umumnya adalah: <strong>WMA = [(Data1 x Bobot1) + &#8230; + (DataN x BobotN)] \/ Total Bobot<\/strong>. Cara ini memberikan prioritas pada data yang dianggap lebih relevan.<\/p>\n<h3>c. Rumus Exponential Moving Average (EMA)<\/h3>\n<p>Rumus EMA sedikit lebih kompleks karena melibatkan faktor pengali (multiplier) untuk memberikan bobot lebih pada data terkini. Rumus dasarnya: <strong>EMA Hari Ini = (Nilai Hari Ini x (K \/ (N+1))) + (EMA Kemarin x (1 &#8211; (K \/ (N+1))))<\/strong>. K adalah faktor pengalus yang biasanya bernilai 2 untuk standar industri.<\/p>\n<h2>Tantangan Mengelola Perhitungan Secara Manual<\/h2>\n<p>Meskipun rumusnya tampak sederhana, menerapkan metode ini secara manual untuk ribuan SKU barang adalah pekerjaan yang sangat rentan terhadap <em>human error<\/em>. Kesalahan kecil dalam memasukkan satu data harga beli saja dapat mendistorsi perhitungan HPP secara signifikan. Hal ini akhirnya berimbas pada kesalahan penetapan harga jual dan laporan laba rugi yang tidak akurat.<\/p>\n<p>Selain risiko kesalahan hitung, proses manual juga memakan waktu yang sangat lama dan datanya tidak pernah <em>real-time<\/em>. Dalam lingkungan bisnis yang serba cepat seperti tahun 2025, keterlambatan data inventaris bisa berarti hilangnya momentum pasar. Manajemen sering kali terlambat mendapatkan informasi krusial untuk pengambilan keputusan strategis.<\/p>\n<h2>Optimalkan Manajemen Bisnis Anda dengan Solusi dari HashMicro<\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-178870\" src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/11\/hashmicro-inventaris.webp\" alt=\"inventory hashmicro\" width=\"1022\" height=\"615\" srcset=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/11\/hashmicro-inventaris.webp 1022w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/11\/hashmicro-inventaris-300x181.webp 300w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/11\/hashmicro-inventaris-768x462.webp 768w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/11\/hashmicro-inventaris-698x420.webp 698w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/11\/hashmicro-inventaris-150x90.webp 150w, https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/11\/hashmicro-inventaris-696x419.webp 696w\" sizes=\"auto, (max-width: 1022px) 100vw, 1022px\" \/><\/p>\n<p>HashMicro menyediakan sistem ERP terintegrasi yang dirancang khusus untuk mengotomatisasi dan menyederhanakan proses bisnis, termasuk perhitungan valuasi inventaris yang kompleks. Dengan solusi yang komprehensif, perusahaan dapat mengatasi tantangan seperti fluktuasi harga bahan baku, kesalahan perhitungan HPP manual, dan ketidakakuratan data stok.<\/p>\n<p>Melalui modul <strong><a href=\"https:\/\/www.hashmicro.com\/id\/inventaris?ref\/moving-average\">Inventory Management dan Accounting<\/a><\/strong> yang canggih, HashMicro membantu bisnis menerapkan metode <em>moving average<\/em> secara otomatis dan <em>real-time<\/em>. Fitur-fitur canggih yang tersedia memungkinkan perusahaan untuk memproses ribuan transaksi stok lebih cepat, mengurangi risiko human error, serta mendapatkan laporan keuangan yang presisi setiap saat.<\/p>\n<p>Sistem HashMicro dirancang dengan integrasi penuh antar modul, sehingga data dari pembelian, gudang, dan keuangan dapat saling terhubung tanpa jeda. Hal ini memberikan visibilitas yang lebih baik terhadap seluruh nilai aset perusahaan dan memastikan setiap keputusan bisnis didasarkan pada informasi yang valid dan terkini.<\/p>\n<h3>Fitur Software Inventory HashMicro:<\/h3>\n<ul>\n<li><strong>Stock Forecasting:<\/strong> Membantu merencanakan persediaan dengan lebih baik berdasarkan analisis permintaan historis dan tren pasar terkini.<\/li>\n<li><strong>Inventory Valuation Management:<\/strong> Menghitung nilai persediaan secara otomatis menggunakan metode moving average, FIFO, atau FEFO sesuai kebijakan perusahaan.<\/li>\n<li><strong>Real-Time Stock Updates:<\/strong> Memantau pergerakan barang masuk dan keluar secara langsung untuk memastikan data stok selalu akurat.<\/li>\n<li><strong>Automated Reordering Rules:<\/strong> Mengatur pemesanan ulang otomatis saat stok mencapai batas minimum untuk mencegah kehabisan barang.<\/li>\n<li><strong>Multi-Warehouse Management:<\/strong> Mengelola stok di berbagai lokasi gudang dalam satu platform terpusat untuk efisiensi distribusi.<\/li>\n<\/ul>\n<p>Dengan HashMicro, perusahaan Anda dapat meningkatkan efisiensi operasional, transparansi data, dan otomatisasi proses bisnis yang lebih baik. Untuk melihat bagaimana solusi kami dapat membantu bisnis Anda secara nyata, jangan ragu untuk <a href=\"https:\/\/www.hashmicro.com\/id\/tour-produk-gratis\/\" target=\"_blank\" rel=\"noopener\">mencoba demo gratisnya sekarang juga<\/a>.<\/p>\n<h2>Kesimpulan<\/h2>\n<p data-start=\"0\" data-end=\"215\">Moving average menjadi strategi penting untuk menjaga stabilitas biaya dan memprediksi tren bisnis dengan lebih akurat. Dengan bantuan <strong><a href=\"https:\/\/www.hashmicro.com\/id\/inventaris?ref\/moving-average\">Software Inventory HashMicro<\/a><\/strong>, pengolahan data menjadi lebih cepat dan konsisten.<\/p>\n<p data-start=\"217\" data-end=\"381\">Peralihan ke sistem otomatis memastikan perhitungan yang lebih efisien dan minim kesalahan. Pendekatan ini mendukung pengambilan keputusan yang semakin data-driven.<\/p>\n<p data-start=\"383\" data-end=\"594\" data-is-last-node=\"\" data-is-only-node=\"\">Optimalkan proses analisis Anda dengan teknologi yang tepat untuk menjaga pertumbuhan bisnis tetap berkelanjutan. Dapatkan <strong><a href=\"https:\/\/www.hashmicro.com\/id\/tour-produk-gratis\/\">demo gratis<\/a><\/strong> untuk melihat bagaimana sistem ini membantu menyempurnakan perhitungan Anda.<\/p>\n<p><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\/2025\/06\/6-Warehouse-Desktop-v1-Resize.webp\" data-desktop-src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/06\/6-Warehouse-Desktop-v1-Resize.webp\" data-mobile-src=\"https:\/\/www.hashmicro.com\/id\/blog\/wp-content\/uploads\/2025\/02\/6-Warehouse-Mobilev1.webp\" alt=\"InventoryManagement\" 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>\r\n<\/span><\/p>\n<h2><strong>Pertanyaan Seputar Moving Average<\/strong><\/h2>\n<ul class=\"bottom_faq\">\n<li>\n<details>\n<summary><strong>Apa perbedaan utama antara SMA dan EMA?<\/strong><\/summary>\n<p>Perbedaan utamanya terletak pada sensitivitas data; SMA memberikan bobot rata pada semua data sehingga pergerakannya lebih lambat, sedangkan EMA memberikan bobot lebih pada data terbaru sehingga lebih responsif.<\/p>\n<\/details>\n<\/li>\n<li>\n<details>\n<summary><strong>Kapan sebaiknya menggunakan metode moving average untuk inventaris?<\/strong><\/summary>\n<p>Metode ini sangat disarankan jika bisnis Anda menjual barang yang identik, tercampur di gudang, dan memiliki harga beli yang sering berfluktuasi dari pemasok untuk menstabilkan HPP<\/p>\n<\/details>\n<\/li>\n<li>\n<details>\n<summary><strong>Apakah moving average bisa digunakan untuk semua jenis bisnis?<\/strong><\/summary>\n<p>Ya, konsep moving average bersifat universal dan bisa diterapkan di hampir semua industri, mulai dari ritel, manufaktur, hingga jasa untuk analisis keuangan dan stok.<\/p>\n<\/details>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Moving Average menjadi solusi ketika harga bahan baku berubah drastis dan menyulitkan Anda menjaga margin keuntungan. Tanpa metode yang tepat, keputusan harga sering bergantung pada intuisi yang tidak selalu akurat. Dengan dukungan Software Inventory HashMicro, perhitungan rata-rata bergerak dapat dilakukan otomatis dan konsisten untuk menghasilkan data yang lebih dapat diandalkan. Teknologi ini membantu Anda membaca [&hellip;]<\/p>\n","protected":false},"author":164,"featured_media":179298,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[88],"tags":[],"class_list":{"0":"post-179238","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>Moving Average Adalah: Rumus, Jenis &amp; Fungsi untuk Bisnis &#187; HashMicro Indonesia<\/title>\n<meta name=\"description\" content=\"Pelajari tentang moving average dan bagaimana metode ini dapat membantu mengelola fluktuasi biaya dalam bisnis Anda.\" \/>\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\/moving-average\/\" \/>\n<meta property=\"og:locale\" content=\"id_ID\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Moving Average Adalah: Rumus, Jenis &amp; 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