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Table 3 Cyber credit management systems

From: Harnessing Internet finance with innovative cyber credit management

Company

Products and services

Credit assessment model

Data source

Evaluation aspects

Service object

Founded

CreditEasy

Credit report, lending services, wealth management

Machine learning model, GLM(LR) model, Random forest model

information provide by users, internet information

unlimited

Individual consumers

2006

OnDeck

Credit score, small loan

Big data analysis model

Real-time information of enterprise operation, bank data, census data, tax data

Cash flow, customer reviews, etc

Small enterprises

2006

Lending club

Peer-to-peer lending

Big data analysis model

Platform information

Individual information, loan information

Individual lenders whose Fico score over 700

2006

Credit Karma

Simple version of credit report, credit score, credit monitoring, finance product recommendation

Statistic analysis model

Traditional credit investigation institutions

Payment history, credit usage, length of credit history credit applications credit account

Individual consumers

2008

Zestfinance

Credit report, credit score

Ten big data analysis models

Internet data, data provide by users, third-party data

unlimited

Individual lenders who cannot get credit service from traditional credit institutions

2009

WeCash

Credit report, credit score

Big data analysis models

Information provide by users, internet information

Internet behavior, individual credit history

Individual consumers

2014

Sesame Credit

Credit report, credit score

Linear regression, logistic regression, decision tree, neural network

E-commerce data, e-finance data, public departments, information provide by users

Credit history, interpersonal connections, behavioral preference, identity, contractual capacity

Individual consumers

2014