企业预授信额度评估分析数据

本数据聚焦企业端信贷风控场景，基于企业经营数据构建评估体系，支撑企业预授信业务全流程，具体场景如下：
（一）企业综合评分与风险等级划分
通过整合企业经营、纳税、工商等数据，从多维度进行量化评分，综合评估企业经营稳定性与信用风险，为信贷风险研判提供依据。
（二）预授信额度核定
基于企业综合评分结果，结合经营规模、纳税能力等核心指标，动态计算合理的预授信额度，确保额度与企业还款能力匹配。（一）数据清洗
剔除异常值：过滤营收波动超过行业均值 3 倍的异常数据（疑似虚假申报）；
处理缺失值：若纳税数据缺失，采用往年均值填补；
（二）企业综合评分模型（总分 100 分）
基于 4 个核心维度，采用加权评分法：
经营稳定性得分（权重 30%）：
该维度主要评估近 1 年的经营表现，近 1 年营业收入≥1000 万元得 25 分；营业收入在 500-1000 万元得 20 分；营业收入在 100-500 万元得 15 分；营业收入 < 100 万元得 10 分，净利润 > 0额外加5分。

纳税信用得分（权重 25%）：
该维度重点考察近 1 年纳税情况，近 1 年纳税总额≥50 万元且无欠税记录得 25 分；纳税总额在 20-50 万元且无欠税记录得 15 分；纳税总额 < 20 万元且无欠税记录得 5 分；存在欠税记录的，在上述得分基础上扣 10 分（最低 0 分）。

工商合规性得分（权重 20%）：
该维度关注企业合规经营状态，企业成立年限≥5 人得 20 分；成立年限 3-5 年得 15 分；成立年限 1-3 年得 10 分；成立年限 < 1 年得 5 分。

偿债能力得分（权重 25%）：
该维度以资产负债率为核心衡量指标，资产负债率 <40% 得 25 分；资产负债率在 40%-60% 之间得 15 分；资产负债率> 60% 得 5 分。

综合得分 = 经营稳定性得分 + 纳税信用得分 + 工商合规性得分 + 偿债能力得分
（三）得分与信贷参数转化
1.风险等级划分
80-100 分：低风险（经营稳定，信用良好）
60-79 分：中风险（经营存在波动，但合规性良好）
<60 分：高风险（经营不稳定或存在合规风险）
2.预授信额度计算
公式：
预授信额度(万元)=(综合得分/100)×(近1年营业收入(万元)×30%)
单笔最高额度不超过1000万元。

This dataset focuses on the enterprise-side credit risk control scenario, constructs an evaluation system based on enterprise operation data, and supports the entire process of enterprise pre-credit granting business. The specific scenarios are as follows:
(1) Comprehensive Enterprise Score and Risk Level Classification
By integrating enterprise operation, tax payment, industrial and commercial and other relevant data, multi-dimensional quantitative scoring is conducted to comprehensively evaluate enterprise operation stability and credit risk, providing a basis for credit risk judgment and analysis.
(2) Pre-credit Line Quota Verification
Based on the comprehensive enterprise score results, combined with core indicators such as operation scale and tax payment capacity, the reasonable pre-credit quota is dynamically calculated to ensure that the quota matches the enterprise's repayment capacity.
(1) Data Cleaning
- Outlier Removal: Filter out abnormal data with revenue fluctuation exceeding 3 times the industry average (suspected false declaration);
- Missing Value Handling: If tax payment data is missing, fill it with the average value of previous years;
(2) Comprehensive Enterprise Scoring Model (Total Score: 100 Points)
The weighted scoring method is adopted based on 4 core dimensions:
Operation Stability Score (Weight: 30%):
This dimension mainly evaluates the operation performance in the recent 1 year. 25 points will be granted if the annual operating revenue is ≥ 10 million RMB; 20 points if the annual operating revenue is between 5 and 10 million RMB; 15 points if the annual operating revenue is between 1 and 5 million RMB; 10 points if the annual operating revenue is < 1 million RMB, plus an additional 5 points if the net profit > 0.
Tax Payment Credit Score (Weight: 25%):
This dimension focuses on the tax payment status in the recent 1 year. 25 points will be granted if the total annual tax payment is ≥ 500,000 RMB and there is no tax arrears record; 15 points if the total annual tax payment is between 200,000 and 500,000 RMB and there is no tax arrears record; 5 points if the total annual tax payment is < 200,000 RMB and there is no tax arrears record; 10 points will be deducted from the above scores if there is a tax arrears record (the minimum score is 0 points).
Industrial and Commercial Compliance Score (Weight: 20%):
This dimension focuses on the compliant operation status of the enterprise. 20 points will be granted if the enterprise has been established for ≥ 5 years; 15 points if the establishment period is 3 to 5 years; 10 points if the establishment period is 1 to 3 years; 5 points if the establishment period is < 1 year.
Debt Repayment Capacity Score (Weight: 25%):
This dimension takes the asset-liability ratio as the core measurement indicator. 25 points will be granted if the asset-liability ratio < 40%; 15 points if the asset-liability ratio is between 40% and 60%; 5 points if the asset-liability ratio > 60%.
Comprehensive Score = Operation Stability Score + Tax Payment Credit Score + Industrial and Commercial Compliance Score + Debt Repayment Capacity Score
(3) Score and Credit Parameter Conversion
1. Risk Level Classification
- 80-100 points: Low Risk (stable operation, good credit)
- 60-79 points: Medium Risk (fluctuating operation but good compliance)
- < 60 points: High Risk (unstable operation or with compliance risks)
2. Pre-credit Line Quota Calculation
Formula:
Pre-credit Quota (Ten Thousand RMB) = (Comprehensive Score / 100) × (Recent 1 Year Operating Revenue (Ten Thousand RMB) × 30%)
The maximum single pre-credit quota shall not exceed 10 million RMB.

搜集汇总

背景与挑战

背景概述

该数据集是金融业企业数据，包含500条记录，用于企业信贷风控场景，通过多维度评分模型评估企业经营稳定性、信用风险和预授信额度。数据集基于协议来源，采用EXCEL格式，按需更新，核心算法包括数据清洗和加权评分，确保额度与企业还款能力匹配。