{"id":999973687,"date":"2025-05-19T12:14:16","date_gmt":"2025-05-19T05:14:16","guid":{"rendered":"https:\/\/bizzi.vn\/?p=999973687"},"modified":"2026-06-09T13:39:52","modified_gmt":"2026-06-09T06:39:52","slug":"financial-analysis-data-management-and-reporting","status":"publish","type":"post","link":"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/","title":{"rendered":"Financial Analytics: Elevating Data Management and Reporting"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Data is becoming a strategic asset, but many businesses are still struggling with a series of reports, dashboards and analytical models that do not bring practical value. The problem lies not in the lack of tools, but in how to exploit and manage data. As a leader in corporate finance, today&#039;s CFOs must not only &quot;read&quot; data, but also turn data into a competitive advantage - through effective financial analysis strategies, linked to business goals and making decisions based on insight, not emotion.<\/span><\/p>\n<p>This article will help CFOs equip their businesses with essential strategies to improve data quality and make impactful financial decisions based on information from Gartner.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Index<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Uu_tien_quan_tri_phan_tich_tai_chinh_de_cai_thien_ket_qua_kinh_doanh\" >Prioritize financial analysis management to improve business results<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Danh_gia_lai_chien_luoc_phan_tich_tai_chinh_cua_ban\" >Reevaluate your financial analysis strategy<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Chi_So_va_Ke_Chuyen_Du_Lieu\" >Metrics and Data Storytelling<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Tang_tac_dong_cua_D_A_bang_cach_gan_ket_dau_tu_phan_tich_tai_chinh_voi_ket_qua_kinh_doanh\" >Increase the impact of D&amp;A by linking financial analysis investment to business results<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#1_Chien_luoc_D_A_ro_rang\" >1. Clear D&amp;A strategy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#2_Lua_chon_KPI_va_chi_so_phu_hop\" >2. Choose appropriate KPIs and indicators<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#3_Thiet_ke_dashboard_cho_bao_cao_tu_phuc_vu\" >3. Design dashboards for self-service reporting<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#4_Xay_dung_mo_hinh_du_lieu_logic\" >4. Build a logical data model<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#5_Quan_tri_du_lieu_hieu_qua\" >5. Effective data management<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Bao_Cao_Tai_Chinh\" >Financial Report<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Tu_duy_lai_cach_thiet_ke_dashboard_de_tao_ra_trai_nghiem_phan_tich_tai_chinh_co_gia_tri_cao\" >Rethink dashboard design to create high-value financial analysis experiences<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#1_Phan_biet_ro_dashboard_va_bao_cao_quan_tri_truyen_thong\" >1. Clearly distinguish between dashboards and traditional management reports<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#2_Thiet_ke_dashboard_nhu_mot_giai_phap_cho_van_de_kinh_doanh\" >2. Design dashboards as a solution to a business problem<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#3_Duy_tri_tinh_phu_hop_va_hieu_qua_cua_dashboard\" >3. Maintain the relevance and effectiveness of the dashboard<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Phan_tich_tai_chinh_nang_cao\" >Advanced financial analysis<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Hieu_ro_cac_tinh_huong_ung_dung_phan_tich_du_bao_va_phan_tich_dinh_huong_hanh_dong\" >Understand predictive analytics and action-oriented analytics application scenarios<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Phan_tich_du_bao_va_phan_tich_dinh_huong_la_trong_tam_cua_qua_trinh_chuyen_doi_nay\" >Predictive and predictive analytics are at the heart of this transformation.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Bon_cap_do_chinh_trong_phan_tich_tai_chinh_nang_cao\" >The four main levels in advanced financial analysis:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Quan_tri_Du_lieu_Phan_tich_D_A_Governance\" >Data &amp; Analytics Governance (D&amp;A Governance)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#Cac_doi_moi_trong_quan_tri_D_A_bang_AI_giup_cac_nha_lanh_dao_FP_A_dat_duoc_4_muc_tieu_chinh\" >Innovations in D&amp;A management using AI help FP&amp;A leaders achieve four key goals:<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#1_Nang_cao_tinh_toan_ven_va_chat_luong_du_lieu\" >1. Improve data integrity and quality<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#2_Thuc_day_ra_quyet_dinh_khong_thien_lech_thong_qua_AI_va_quan_tri_D_A_chu_dong\" >2. Drive unbiased decision-making through AI and proactive D&amp;A governance<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#3_Dam_bao_phat_trien_va_van_hanh_AI_mot_cach_co_dao_duc\" >3. Ensure ethical development and operation of AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/bizzi.vn\/en\/financial-analysis-data-management-and-reporting\/#4_Thuc_day_tu_duy_%E2%80%9Clay_du_lieu_lam_trung_tam%E2%80%9D_va_phat_trien_ky_nang_so\" >4. Promote \u201cdata-centric\u201d thinking and develop digital skills<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Uu_tien_quan_tri_phan_tich_tai_chinh_de_cai_thien_ket_qua_kinh_doanh\"><\/span><span style=\"font-weight: 400;\">Prioritize financial analysis management to improve business results<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">More than 1\/3 of CFOs believe that <\/span><b>Data quality is the main barrier to applying AI in finance<\/b><span style=\"font-weight: 400;\">. The most effective CFOs are those who <\/span><b>Proactively build trust in AI by prioritizing data governance and analytics (D&amp;A)<\/b><span style=\"font-weight: 400;\"> from the beginning<\/span><\/p>\n<p><b>Download the white paper \u201c3 Core Principles of Data Governance and Analytics for CFOs\u201d to discover:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How CFOs Can Become Leaders in Enterprise-Level Data Governance Strategy<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How to Simplify and Optimize Data Governance Initiatives<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">What Top CFOs Are Doing Differently to Unlock Data&#039;s Full Potential<\/span><\/li>\n<\/ul>\n<p style=\"text-align: center;\"><strong><a href=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/data-analytics-governance-for-cfos.pdf\">Download documents here!<\/a><\/strong><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-999973689 size-large\" src=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378339005-1024x577.png\" alt=\" Data Management - Today&#039;s CFOs don&#039;t just need to &quot;read&quot; numbers, they need to turn data into competitive advantage. \" width=\"1024\" height=\"577\" title=\"\" srcset=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378339005-1024x577.png 1024w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378339005-300x169.png 300w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378339005-768x433.png 768w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378339005-18x10.png 18w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378339005.png 1360w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Danh_gia_lai_chien_luoc_phan_tich_tai_chinh_cua_ban\"><\/span><b>Reevaluate your financial analysis strategy<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">To maintain <\/span><b>competitive advantage and trend-setting<\/b><span style=\"font-weight: 400;\">, CFOs and finance leaders need to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Building a comprehensive and long-term AI strategy<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Attracting and developing the right talent for the data age<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Leverage financial analytics to drive business performance and smart decision making<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">An effective financial analysis strategy not only helps to \u201clook back at the past\u201d, but also to forecast the future and <\/span><b>Proactively create better business results<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Chi_So_va_Ke_Chuyen_Du_Lieu\"><\/span><b>Metrics and Data Storytelling<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Tang_tac_dong_cua_D_A_bang_cach_gan_ket_dau_tu_phan_tich_tai_chinh_voi_ket_qua_kinh_doanh\"><\/span><b>Increase the impact of D&amp;A by linking financial analysis investment to business results<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">To deploy digital financial analytics capabilities, businesses need a clear approach to linking data and analytics (D&amp;A) investments to specific business outcomes. <\/span><b>Driver mapping<\/b><span style=\"font-weight: 400;\"> (factor mapping) is a tool that helps connect FP&amp;A activities with the actual information needs of decision makers.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Driver maps can be applied to a wide range of organizations, from complex enterprises, government agencies, and non-profits, to individual business units, operating regions, product lines, and projects.<\/span><\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-999973690 size-large\" src=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378359612-1024x625.png\" alt=\"Driver mapping is a tool that helps connect FP&amp;A activities.\" width=\"1024\" height=\"625\" title=\"\" srcset=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378359612-1024x625.png 1024w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378359612-300x183.png 300w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378359612-768x469.png 768w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378359612-18x12.png 18w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378359612.png 1360w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Driver maps provide many values, including:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Chien_luoc_D_A_ro_rang\"><\/span><b>1. Clear D&amp;A strategy<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Driver maps help visualize how a business creates and transforms financial or strategic value. Through them:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Identify high-value analytics projects that should be prioritized for investment<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Some FP&amp;A teams also use driver maps to:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Get feedback on analytical model design<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Training business leaders to make decisions based on a financial perspective<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Lua_chon_KPI_va_chi_so_phu_hop\"><\/span><b>2. Choose appropriate KPIs and indicators<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Not all metrics are KPIs. While KPIs are a type of metric, not all metrics are KPIs.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Leverage strategic insight and knowledge of your team&#039;s existing reporting systems to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sketch out initial set of KPIs<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Discuss with the person responsible for business results and decision making leaders<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">This method helps:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Easily engage stakeholders in the KPI development process<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Avoid getting stuck with too many unnecessary metrics<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">At the same time, practical considerations need to be taken into account when providing data:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Driver maps help separate the questions \u201cWhat to measure?\u201d and \u201cHow to measure?\u201d<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">This helps to consider additional factors such as data quality, latency, complexity, and timing of information needs.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Thiet_ke_dashboard_cho_bao_cao_tu_phuc_vu\"><\/span><b>3. Design dashboards for self-service reporting<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Visual dashboards are vital in self-service reporting systems.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Driver maps can be the \u201cskeleton\u201d for dashboard design<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Each strategic or operational element can correspond to a separate tab or screen in the dashboard.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The necessary data will be displayed in the appropriate context.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Driver map also helps:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Shape the flow of information (drill-down, click-through)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Reduce trial and error time and effort in editing dashboards later<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_Xay_dung_mo_hinh_du_lieu_logic\"><\/span><b>4. Build a logical data model<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">A driver map is essentially an exercise in analyzing the relationships between data and information sources needed to generate a report. When sharing with an IT partner:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Driver map becomes the blueprint for the data model that is suitable for the end user<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Helps organize data lineage in a more organized and manageable way<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"5_Quan_tri_du_lieu_hieu_qua\"><\/span><b>5. Effective data management<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Driver maps are powerful tools in data governance that help identify and prioritize business outcomes, decision-making models, D&amp;A processes, and data assets that need quality improvement.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">From there, help the FP&amp;A team:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Clearly explain to business leaders the real value of data governance<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Connecting governance with real-world operations<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Bao_Cao_Tai_Chinh\"><\/span><b>Financial Report<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Tu_duy_lai_cach_thiet_ke_dashboard_de_tao_ra_trai_nghiem_phan_tich_tai_chinh_co_gia_tri_cao\"><\/span><b>Rethink dashboard design to create high-value financial analysis experiences<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">In reality, many dashboards fail to live up to their original promise of delivering information quickly and concisely to support business decision making.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Senior finance leaders recognize that current financial analytics dashboards are not improving decision quality because they are often too cumbersome, difficult to use, and overwhelming users with too much information.<img decoding=\"async\" class=\"aligncenter wp-image-999973691\" src=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378382630.png\" alt=\"Rethink dashboard design to create high-value financial analysis experiences\" width=\"810\" height=\"536\" title=\"\" srcset=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378382630.png 680w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378382630-300x199.png 300w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378382630-18x12.png 18w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">To design effective dashboards, finance leaders should follow three core principles:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Phan_biet_ro_dashboard_va_bao_cao_quan_tri_truyen_thong\"><\/span><b>1. Clearly distinguish between dashboards and traditional management reports<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Dashboard is a data visualization tool that helps track, analyze, and display key performance indicators (KPIs), metrics, and information that are important to monitor the health of a business, department, or process.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Unlike traditional management reports, dashboards:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Updated regularly<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cater to a wider audience in specific situations<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Allows users to interact directly with data<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">FP&amp;A leaders need to clarify this distinction and provide specific guidance to analysts on when to use dashboards and when to use traditional reports. For example:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">In case of analysis for one-time request: use report<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">In case the data needs to be updated regularly and in a timely manner: use dashboard<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Thiet_ke_dashboard_nhu_mot_giai_phap_cho_van_de_kinh_doanh\"><\/span><b>2. Design dashboards as a solution to a business problem<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Each dashboard creation request should be viewed as an opportunity to dig deeper into the problem the decision maker is facing.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To understand how decision makers think when asking for data, analysts can:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Direct exchange at the time of receiving request<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Or spend more time interviewing to clarify<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">During the interview, ask open-ended questions to clarify the primary and secondary factors that influence the problem the decision maker is trying to solve.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Duy_tri_tinh_phu_hop_va_hieu_qua_cua_dashboard\"><\/span><b>3. Maintain the relevance and effectiveness of the dashboard<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Over time, dashboards tend to \u201cbloat\u201d because:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">New indexes are constantly being added<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Old, invalid indexes are not eliminated.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Therefore, FP&amp;A department heads need to guide their analysts on how to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Avoid information overload<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Keep your dashboard on target and relevant to your users<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Specifically:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Instructions on how to remove rarely used indicators<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Track dashboard usage to see what needs improvement or elimination<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Phan_tich_tai_chinh_nang_cao\"><\/span><b>Advanced financial analysis<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Hieu_ro_cac_tinh_huong_ung_dung_phan_tich_du_bao_va_phan_tich_dinh_huong_hanh_dong\"><\/span><b>Understand predictive analytics and action-oriented analytics application scenarios<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">In context:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">More and more data<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Business models are increasingly complex<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Increasing uncertainty<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Businesses need to move quickly from manual analytics to advanced analytics and augmented analytics.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This requires careful process design to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Make the most of digital capabilities<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ensure the output of machinery is of high quality and reliability<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-999973692 size-full\" src=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378417501.png\" alt=\"Advanced financial analysis \" width=\"680\" height=\"450\" title=\"\" srcset=\"https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378417501.png 680w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378417501-300x199.png 300w, https:\/\/bizzi.vn\/wp-content\/uploads\/2025\/05\/1747378417501-18x12.png 18w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phan_tich_du_bao_va_phan_tich_dinh_huong_la_trong_tam_cua_qua_trinh_chuyen_doi_nay\"><\/span><b>Predictive and predictive analytics are at the heart of this transformation.<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">These two types of analysis are based on:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Artificial Intelligence (AI)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Machine Learning (ML)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">And is a field of strong investment in corporate finance.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, each type of analysis requires:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Different levels of technical expertise<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Different human skills<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Appropriate organizational structure<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Appropriate FP&amp;A department maturity<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI\/ML technologies are taking financial analytics to the next level.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Bon_cap_do_chinh_trong_phan_tich_tai_chinh_nang_cao\"><\/span><b>The four main levels in advanced financial analysis:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>Descriptive Analytics<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Answer the question: \u201cWhat happened?\u201d<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Rely on historical financial data to identify trends, monitor financial health, and support decision making based on past performance.<\/span><\/p>\n<p><b>Diagnostic Analytics<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Answer the question: \u201cWhy did that happen?\u201d<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Use techniques like drill-down, data mining, data exploration and correlation to analyze the cause.<\/span><\/p>\n<p><b>Predictive Analytics<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Answers the question: \u201cWhat will happen?\u201d (or more specifically: \u201cWhat is likely to happen?\u201d)<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Using techniques such as regression analysis, forecasting, multivariate statistics, pattern recognition, predictive modeling.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">This type of analysis has been implemented by many businesses using their own available human resources and technology.<\/span><\/p>\n<p><b>Prescriptive Analytics<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Answer the question: \u201cWhat should we do to make that happen?\u201d<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Apply techniques such as graph network analysis, simulation, complex event processing, neural networks, recommendation engines, heuristics, machine learning.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">This type of analysis requires additional resources such as personnel, technical training, and investment in new technology to implement effectively.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">When building an advanced analytics strategy, consider the following questions:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">What financial analytics capabilities should we invest in?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How to build the right AI strategy for your finance department?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">What are the most effective AI application scenarios in finance?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How should we use AI\/ML to drive advanced and predictive analytics?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How to evaluate and measure ROI for financial analytics initiatives?<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Quan_tri_Du_lieu_Phan_tich_D_A_Governance\"><\/span><b>Data &amp; Analytics Governance (D&amp;A Governance)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>The Role of AI Technology in D&amp;A Management for Financial Analytics<\/b><\/p>\n<p><span style=\"font-weight: 400;\">By 2028, 60% financial leaders in the financial planning and analysis (FP&amp;A) sector will use artificial intelligence (AI) technology for data governance and analysis (D&amp;A).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, assessing the true value of D&amp;A management technologies is challenging, given the constant emergence of new use cases for AI and the evolving technologies themselves.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It is important to distinguish between what is just \u201chype\u201d and what is real. Some technologies are innovative but still in their early stages, while others have reached a level of maturity that allows them to be widely used in practice.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cac_doi_moi_trong_quan_tri_D_A_bang_AI_giup_cac_nha_lanh_dao_FP_A_dat_duoc_4_muc_tieu_chinh\"><\/span><b>Innovations in D&amp;A management using AI help FP&amp;A leaders achieve four key goals:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_Nang_cao_tinh_toan_ven_va_chat_luong_du_lieu\"><\/span><b>1. Improve data integrity and quality<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">AI is powerful when it comes to high-quality data, and it helps FP&amp;A leaders and their teams address issues like inaccurate, inconsistent, and duplicate data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Solutions that integrate functions such as:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Anomaly detection<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">DataOps<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data observability<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u2026helps ensure data consistency, accuracy, and integrity across the enterprise, thereby promoting data democratization \u2013 that is, empowering more departments to use data.<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Thuc_day_ra_quyet_dinh_khong_thien_lech_thong_qua_AI_va_quan_tri_D_A_chu_dong\"><\/span><b>2. Drive unbiased decision-making through AI and proactive D&amp;A governance<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">AI helps automate knowledge-based tasks, thereby minimizing the risk of bias in decision-making, while shifting the human role to confirming and correcting decisions made by AI.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Some of the prominent technologies in this field include:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Explainable AI<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Semantic search<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">These technologies help finance leaders understand the origins of data, algorithms, and models used to generate insights, thereby reducing the risk of making decisions based on opaque information.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For AI to be truly effective, businesses need to build more proactive and advanced D&amp;A policy frameworks and governance processes, ensuring data is ready for AI applications.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Dam_bao_phat_trien_va_van_hanh_AI_mot_cach_co_dao_duc\"><\/span><b>3. Ensure ethical development and operation of AI<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">As AI becomes a core element of business operations, FP&amp;A leaders face the challenge of managing AI effectively and ethically.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Technologies such as:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI Governance<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Responsible AI<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u2026supporting finance leaders to ensure transparency and accountability at all levels of the organization, particularly in investment decision-making and risk management related to AI applications.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Thuc_day_tu_duy_%E2%80%9Clay_du_lieu_lam_trung_tam%E2%80%9D_va_phat_trien_ky_nang_so\"><\/span><b>4. Promote \u201cdata-centric\u201d thinking and develop digital skills<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">D&amp;A management helps businesses:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Building a culture of data-driven decision making<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Enhance digital capabilities for human resources<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">By clearly setting:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Role<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Responsibility<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Usage Procedure<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u2026 businesses can foster a \u201cdata-driven decision-making\u201d mindset throughout the organization.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Collaboration between finance teams and AI experts will help build solutions that are cross-functional, unbiased, and based on real data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Investing in technology that supports a data culture is key. Programs:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data literacy assessments<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Responsible data management (stewardship programs)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u2026will help bridge the skills and technology gap, ensure access to high-quality data &amp; analytics, mitigate risk, and maintain trust with business partners.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For financial analytics to truly create value, businesses need to start with a solid foundation: effective data management, appropriate metrics, and reporting systems designed to support decision making. When CFOs proactively lead their data and analytics strategies, they not only improve operational efficiency, but also unlock the ability to predict, adapt, and create sustainable competitive advantages in the digital age. This is no longer an option, but a prerequisite for smart and proactive corporate finance development.<\/span><\/p>\n<p>Bizzi Vietnam will continue to accompany CFOs and finance teams on the journey of optimizing, automating and digitally transforming corporate finance.<\/p>\n<p>Monitor\u00a0<a href=\"https:\/\/bizzi.vn\/?swcfpc=1\">Bizzi<\/a>\u00a0To quickly receive the latest information:<\/p>\n<ul>\n<li aria-level=\"1\">Facebook:\u00a0<a href=\"https:\/\/www.facebook.com\/bizzivietnam\" target=\"_blank\" rel=\"noopener nofollow\">https:\/\/www.facebook.com\/bizzivietnam<\/a><\/li>\n<li aria-level=\"1\">Linkedin:\u00a0<a href=\"https:\/\/www.linkedin.com\/company\/bizzi-vietnam\/\" target=\"_blank\" rel=\"noopener nofollow\">https:\/\/www.linkedin.com\/company\/bizzi-vietnam\/<\/a><\/li>\n<li aria-level=\"1\">Youtube:\u00a0<a href=\"https:\/\/www.youtube.com\/@bizzivietnam\" target=\"_blank\" rel=\"noopener nofollow\">https:\/\/www.youtube.com\/@bizzivietnam<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Data is becoming a strategic asset, but many businesses are still struggling with a plethora of reports, dashboards, and models\u2026<\/p>","protected":false},"author":37,"featured_media":999973688,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"categories":[76],"tags":[],"class_list":["post-999973687","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-goc-nhin-cfo"],"acf":[],"_links":{"self":[{"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/posts\/999973687","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/users\/37"}],"replies":[{"embeddable":true,"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/comments?post=999973687"}],"version-history":[{"count":3,"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/posts\/999973687\/revisions"}],"predecessor-version":[{"id":999973720,"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/posts\/999973687\/revisions\/999973720"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/media\/999973688"}],"wp:attachment":[{"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/media?parent=999973687"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/categories?post=999973687"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bizzi.vn\/en\/wp-json\/wp\/v2\/tags?post=999973687"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}