大数据背景下市场主体登记风险预警分析

中图分类号：TP3 文献标志码：A

文章编码：1672-7274（2026）02-0151-03

RiskWarningAnalysisofMarketEntityRegistration undertheBackgroundofBigData

LIU Shaoning （MupingDistrictGovernmentService Center，Yantai 2641oo，China）

Abstract： The authenticity of market entity registration information directly affects market order and stability. Traditionalmanualreview struggles to handle risks such as falseregistrations andabnormal changes within massive amounts ofregistrationdata.Big data technology，by integrating multi-source data from industry and commerce， taxation，and finance，constructs a fullifecycle information map and uses machine learning algorithms to identify risk patternssuchasconcentratedaddressesandabnormal associations.Atieredearlywarning mechanismand crossdepartmental collaboration enhance regulatory accuracy， providing technical support for optimizing the business environment and maintaining the market credit system.

Keywords： bigdata; market entityregistration;risk early warning; machine learning; inteligent supervision

0 引言

市场主体登记作为市场准入的关键环节。（剩余4622字）