{"id":3377,"date":"2026-08-26T07:22:53","date_gmt":"2026-08-26T07:22:53","guid":{"rendered":"https:\/\/www.tejwin.com\/en\/product-services\/uncategorized\/\/"},"modified":"2026-09-21T03:23:44","modified_gmt":"2026-09-21T03:23:44","slug":"ccrqm_china-corporate-credit-quantitative-model","status":"publish","type":"product","link":"https:\/\/www.tejwin.com\/en\/product-services\/credit-risk-solution\/ccrqm_china-corporate-credit-quantitative-model\/","title":{"rendered":"CCRQM_China Corporate Credit Quantitative Model"},"content":{"rendered":"<h2 class=\"wp-block-heading\">CCRQM<\/h2>\n<p class=\"wp-block-paragraph\">The opacity of Chinese corporate information and the inflated ratings in the bond market have always been the biggest pain in our cooperation with Chinese corporations. From the complexity of data collection to the credibility of data analysis, data limitations of all sizes affect our ability to assess the credit risk of corporations from publicly available information.<\/p>\n<p class=\"wp-block-paragraph\">In 2013, TEJ published\u00a0<strong>China Corporate Credit Quantitative Model<\/strong>,\u00a0<strong><mark class=\"has-inline-color has-vivid-red-color\">CCRQM<\/mark><\/strong>, a credit risk rating system for evaluating China Corporate\u2019s credit. CCRQM is based on quantitative models and data generated from financial reports. These ratings are updated every half-year.<\/p>\n<p class=\"wp-block-paragraph\">TEJ adopts the data from financial reports to create logistic regression and expert judgment to decide the best combination of variables and variable weights in models. In this way, the credit scoring model of Scorecard generates user-friendly credit scores.<\/p>\n<h2 class=\"wp-block-heading\"><span id=\"TEJ_Solution\" class=\"ez-toc-section\"><\/span>TEJ Solution<\/h2>\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-27873\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/ccrqm-1024x558.jpg\" alt=\"\" width=\"1024\" height=\"558\" \/><\/figure>\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\n<h3 class=\"wp-block-heading\"><span id=\"%E2%9C%A8Key_Features\" class=\"ez-toc-section\"><\/span>\u2728Key Features<\/h3>\n<ul class=\"wp-block-list\">\n<li>Listed corporate entities in Shanghai and Shenzhen are\u00a0the main objects.<\/li>\n<li>Opened and transparent quantitative model ratings.<\/li>\n<li>Based on TEJ standardized and comparable financial data.<\/li>\n<li>Rating\u00a0results are updated regularly upon the release of new financial reports.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><span id=\"%E2%9C%A8Key_Advantages\" class=\"ez-toc-section\"><\/span>\u2728Key Advantages<\/h3>\n<ul class=\"wp-block-list\">\n<li>Distinguished credit ratings.<\/li>\n<li>Neutral credit ratings by third parties.<\/li>\n<li>Regular publication of factors modification and validity test of the model.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><span id=\"%E2%9C%A8Key_Benefits\" class=\"ez-toc-section\"><\/span>\u2728Key Benefits<\/h3>\n<ul class=\"wp-block-list\">\n<li>Bankers\uff1a Enhance credit risk evaluation efficiency.<\/li>\n<li>Investors\uff1a Manage investment portfolio\u00a0credit risk.<\/li>\n<li>Corporatations\uff1a Evaluate changes in credit risk efficiently.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><span id=\"CCRQM_Model_Variables\" class=\"ez-toc-section\"><\/span>CCRQM Model Variables<\/h2>\n<p class=\"wp-block-paragraph\">The model primarily utilizes publicly available financial statement data, applying logistic stepwise regression combined with expert judgment to select the optimal variable combinations and their respective weights.<br \/>\nThese are then converted into user-friendly credit scores using a scorecard credit scoring model.<\/p>\n<figure class=\"wp-block-image size-large is-resized caption-align-center\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-27912\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/ccrqm-score-model-1-1024x519.jpg\" alt=\"\" width=\"1024\" height=\"519\" \/><figcaption class=\"wp-element-caption\">Scorecard Credit Scoring Model<\/figcaption><\/figure>\n<div>\n<p><span class=\"TextRun SCXW233629124 BCX8\" lang=\"ZH-TW\" xml:lang=\"ZH-TW\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233629124 BCX8\">Start Managing Corporate Credit Risk of Investment Portfolio<br \/>\nEvaluate Credit Risk More Efficiently Today!<\/span><\/span><\/p>\n<div><strong><a href=\"https:\/\/www.tejwin.com\/en\/contact\/\" target=\"_blank\" rel=\"noopener\">Contact Us<\/a><\/strong><\/div>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"FORMULA_Grade_Calculate_the_composite_score_to_determine_the_corresponding_grade\" class=\"ez-toc-section\"><\/span><strong>FORMULA Grade: Calculate the composite score to determine the corresponding grade<\/strong><\/h3>\n<figure class=\"wp-block-image size-large is-resized caption-align-center\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-27921\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/CCRQM-risk-grade-1-1024x701.jpg\" alt=\"\" width=\"1024\" height=\"701\" \/><figcaption class=\"wp-element-caption\">Risk category corresponds to a specific grade<\/figcaption><\/figure>\n<h3 class=\"wp-block-heading\"><span id=\"BASIC_Grade\" class=\"ez-toc-section\"><\/span><strong>BASIC Grade<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">Adjustment of the formula grade to the basic grade by using financial disclosure and group as the threshold limit.<\/p>\n<figure class=\"wp-block-image alignwide size-large caption-align-center\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-27953\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/ccrqm-basic-grade-2-1024x267.jpg\" alt=\"\" width=\"1024\" height=\"267\" \/><figcaption class=\"wp-element-caption\">Risk Assessment Factors for BASIC Grade<\/figcaption><\/figure>\n<h3 class=\"wp-block-heading\"><span id=\"Warning_abilityDiscriminatory_power_ROC%3E90_or_above\" class=\"ez-toc-section\"><\/span><strong>Warning ability\/Discriminatory power (ROC)&gt;90% or above:<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">The average default risk differentiation ability of 90.24% over the last 10 years (2014~2023) indicates that the quantitative model (threshold level) has a high differentiation ability regardless of the modeling period.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-27941\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/CCRQM-warning-ability-1024x86.jpg\" alt=\"\" width=\"1024\" height=\"86\" \/><\/figure>\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\n<h3 class=\"wp-block-heading\"><span id=\"Stability_One-year_average_transition_matrix_of_CCRQM_2005-2023\" class=\"ez-toc-section\"><\/span><strong>Stability: One-year average transition matrix of CCRQM (2005-2023)<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">Observing the status of quantitative model (basic grade) rating through the shift matrix, the average 1-year maintenance rate from 2005-2023 is about 40-60%, and the volatility of low risk is small compared to the high risk. Through the expert judgment rating, it can effectively improve the ability and stability of the long-term investment and credit index.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-27944\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/CCRQM-one-year-transition-1024x389.jpg\" alt=\"\" width=\"1024\" height=\"389\" \/><\/figure>\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\n<h2 class=\"wp-block-heading\"><span id=\"TEJ_CCRQM\" class=\"ez-toc-section\"><\/span>TEJ CCRQM<\/h2>\n<p class=\"wp-block-paragraph\">Facing the special characteristics of Chinese enterprises: asset restructuring, shell-listing, financial window-dressing, and the outbreak of cash fraud cases in recent years, TEJ have been reflecting on and revising\u00a0<strong><mark class=\"has-inline-color has-vivid-red-color\">CCRQM<\/mark><\/strong>\u2018s methodology. We continue to provide solutions for you to enhance your early warning capability!<\/p>\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-3e41869c wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size is-style-fill\"><a class=\"wp-block-button__link has-background has-text-align-center wp-element-button\" href=\"https:\/\/www.tejwin.com\/en\/contact\/\"><strong>Start Managing Corporate Credit Risk of Investment Portfolio<br \/>\nEvaluate Credit Risk More Efficiently Today!<\/strong><\/a><\/div>\n<\/div>\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/CCRQM20solution.png\" alt=\"CCRQM\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>CCRQM The opacity of Chinese corporate information and  [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","tags":[155,160],"product_category":[4],"class_list":["post-3377","product","type-product","status-publish","hentry","tag-credit-risk-solution","tag-ccrqm","product_category-credit-risk-solution"],"acf":{"p_introduction":"<h2 class=\"wp-block-heading\">CCRQM<\/h2>\r\n<p class=\"wp-block-paragraph\">The opacity of Chinese corporate information and the inflated ratings in the bond market have always been the biggest pain in our cooperation with Chinese corporations. From the complexity of data collection to the credibility of data analysis, data limitations of all sizes affect our ability to assess the credit risk of corporations from publicly available information.<\/p>\r\n<p class=\"wp-block-paragraph\">In 2013, TEJ published\u00a0<strong>China Corporate Credit Quantitative Model<\/strong>,\u00a0<strong><mark class=\"has-inline-color has-vivid-red-color\">CCRQM<\/mark><\/strong>, a credit risk rating system for evaluating China Corporate\u2019s credit. CCRQM is based on quantitative models and data generated from financial reports. These ratings are updated every half-year.<\/p>\r\n<p class=\"wp-block-paragraph\">TEJ adopts the data from financial reports to create logistic regression and expert judgment to decide the best combination of variables and variable weights in models. In this way, the credit scoring model of Scorecard generates user-friendly credit scores.<\/p>\r\n\r\n<h2 class=\"wp-block-heading\"><span id=\"TEJ_Solution\" class=\"ez-toc-section\"><\/span>TEJ Solution<\/h2>\r\n<figure class=\"wp-block-image size-large is-resized\"><img class=\"wp-image-27873\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/ccrqm-1024x558.jpg\" alt=\"\" width=\"1024\" height=\"558\" \/><\/figure>\r\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\r\n<h3 class=\"wp-block-heading\"><span id=\"%E2%9C%A8Key_Features\" class=\"ez-toc-section\"><\/span>\u2728Key Features<\/h3>\r\n<ul class=\"wp-block-list\">\r\n \t<li>Listed corporate entities in Shanghai and Shenzhen are\u00a0the main objects.<\/li>\r\n \t<li>Opened and transparent quantitative model ratings.<\/li>\r\n \t<li>Based on TEJ standardized and comparable financial data.<\/li>\r\n \t<li>Rating\u00a0results are updated regularly upon the release of new financial reports.<\/li>\r\n<\/ul>\r\n<h3 class=\"wp-block-heading\"><span id=\"%E2%9C%A8Key_Advantages\" class=\"ez-toc-section\"><\/span>\u2728Key Advantages<\/h3>\r\n<ul class=\"wp-block-list\">\r\n \t<li>Distinguished credit ratings.<\/li>\r\n \t<li>Neutral credit ratings by third parties.<\/li>\r\n \t<li>Regular publication of factors modification and validity test of the model.<\/li>\r\n<\/ul>\r\n<h3 class=\"wp-block-heading\"><span id=\"%E2%9C%A8Key_Benefits\" class=\"ez-toc-section\"><\/span>\u2728Key Benefits<\/h3>\r\n<ul class=\"wp-block-list\">\r\n \t<li>Bankers\uff1a Enhance credit risk evaluation efficiency.<\/li>\r\n \t<li>Investors\uff1a Manage investment portfolio\u00a0credit risk.<\/li>\r\n \t<li>Corporatations\uff1a Evaluate changes in credit risk efficiently.<\/li>\r\n<\/ul>\r\n<h2 class=\"wp-block-heading\"><span id=\"CCRQM_Model_Variables\" class=\"ez-toc-section\"><\/span>CCRQM Model Variables<\/h2>\r\n<p class=\"wp-block-paragraph\">The model primarily utilizes publicly available financial statement data, applying logistic stepwise regression combined with expert judgment to select the optimal variable combinations and their respective weights.\r\nThese are then converted into user-friendly credit scores using a scorecard credit scoring model.<\/p>\r\n\r\n<figure class=\"wp-block-image size-large is-resized caption-align-center\"><img class=\"wp-image-27912\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/ccrqm-score-model-1-1024x519.jpg\" alt=\"\" width=\"1024\" height=\"519\" \/><figcaption class=\"wp-element-caption\">Scorecard Credit Scoring Model<\/figcaption><\/figure>\r\n<div>\r\n\r\n<span class=\"TextRun SCXW233629124 BCX8\" lang=\"ZH-TW\" xml:lang=\"ZH-TW\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233629124 BCX8\">Start Managing Corporate Credit Risk of Investment Portfolio\r\nEvaluate Credit Risk More Efficiently Today!<\/span><\/span>\r\n<div><strong><a href=\"https:\/\/www.tejwin.com\/en\/contact\/\" target=\"_blank\" rel=\"noopener\">Contact Us<\/a><\/strong><\/div>\r\n<\/div>\r\n<h3 class=\"wp-block-heading\"><span id=\"FORMULA_Grade_Calculate_the_composite_score_to_determine_the_corresponding_grade\" class=\"ez-toc-section\"><\/span><strong>FORMULA Grade: Calculate the composite score to determine the corresponding grade<\/strong><\/h3>\r\n<figure class=\"wp-block-image size-large is-resized caption-align-center\"><img class=\"wp-image-27921\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/CCRQM-risk-grade-1-1024x701.jpg\" alt=\"\" width=\"1024\" height=\"701\" \/><figcaption class=\"wp-element-caption\">Risk category corresponds to a specific grade<\/figcaption><\/figure>\r\n<h3 class=\"wp-block-heading\"><span id=\"BASIC_Grade\" class=\"ez-toc-section\"><\/span><strong>BASIC Grade<\/strong><\/h3>\r\n<p class=\"wp-block-paragraph\">Adjustment of the formula grade to the basic grade by using financial disclosure and group as the threshold limit.<\/p>\r\n\r\n<figure class=\"wp-block-image alignwide size-large caption-align-center\"><img class=\"wp-image-27953\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/ccrqm-basic-grade-2-1024x267.jpg\" alt=\"\" width=\"1024\" height=\"267\" \/><figcaption class=\"wp-element-caption\">Risk Assessment Factors for BASIC Grade<\/figcaption><\/figure>\r\n<h3 class=\"wp-block-heading\"><span id=\"Warning_abilityDiscriminatory_power_ROC%3E90_or_above\" class=\"ez-toc-section\"><\/span><strong>Warning ability\/Discriminatory power (ROC)&gt;90% or above:<\/strong><\/h3>\r\n<p class=\"wp-block-paragraph\">The average default risk differentiation ability of 90.24% over the last 10 years (2014~2023) indicates that the quantitative model (threshold level) has a high differentiation ability regardless of the modeling period.<\/p>\r\n\r\n<figure class=\"wp-block-image size-large\"><img class=\"wp-image-27941\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/CCRQM-warning-ability-1024x86.jpg\" alt=\"\" width=\"1024\" height=\"86\" \/><\/figure>\r\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\r\n<h3 class=\"wp-block-heading\"><span id=\"Stability_One-year_average_transition_matrix_of_CCRQM_2005-2023\" class=\"ez-toc-section\"><\/span><strong>Stability: One-year average transition matrix of CCRQM (2005-2023)<\/strong><\/h3>\r\n<p class=\"wp-block-paragraph\">Observing the status of quantitative model (basic grade) rating through the shift matrix, the average 1-year maintenance rate from 2005-2023 is about 40-60%, and the volatility of low risk is small compared to the high risk. Through the expert judgment rating, it can effectively improve the ability and stability of the long-term investment and credit index.<\/p>\r\n\r\n<figure class=\"wp-block-image size-large\"><img class=\"wp-image-27944\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/\/CCRQM-one-year-transition-1024x389.jpg\" alt=\"\" width=\"1024\" height=\"389\" \/><\/figure>\r\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\r\n<h2 class=\"wp-block-heading\"><span id=\"TEJ_CCRQM\" class=\"ez-toc-section\"><\/span>TEJ CCRQM<\/h2>\r\n<p class=\"wp-block-paragraph\">Facing the special characteristics of Chinese enterprises: asset restructuring, shell-listing, financial window-dressing, and the outbreak of cash fraud cases in recent years, TEJ have been reflecting on and revising\u00a0<strong><mark class=\"has-inline-color has-vivid-red-color\">CCRQM<\/mark><\/strong>\u2018s methodology. We continue to provide solutions for you to enhance your early warning capability!<\/p>\r\n\r\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-3e41869c wp-block-buttons-is-layout-flex\">\r\n<div class=\"wp-block-button has-custom-font-size is-style-fill\"><a class=\"wp-block-button__link has-background has-text-align-center wp-element-button\" href=\"https:\/\/www.tejwin.com\/en\/contact\/\"><strong>Start Managing Corporate Credit Risk of Investment Portfolio\r\nEvaluate Credit Risk More Efficiently Today!<\/strong><\/a><\/div>\r\n<\/div>\r\n<div class=\"wp-block-spacer\" aria-hidden=\"true\"><\/div>\r\n<figure class=\"wp-block-image\"><img src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/CCRQM20solution.png\" alt=\"CCRQM\" \/><\/figure>","card_icon":"","card_summary":"","key_data_metrics":null,"data_information":"TEJ CCRQM applies logistic regression and expert judgment to financial report data, delivering reliable quantitative credit scores for Chinese corporate credit risk assessment every half-year.","delivery_methods":null,"doc_file":"","related_products":"","related_more_text":"View all","related_more_url":"\/en\/product-services\/"},"_links":{"self":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/product\/3377","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/types\/product"}],"wp:attachment":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/media?parent=3377"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/tags?post=3377"},{"taxonomy":"product_category","embeddable":true,"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/product_category?post=3377"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}