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Sift > 实例探究 > How Zirtue keeps relationship-based lending honest and safe
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How Zirtue keeps relationship-based lending honest and safe

技术
  • 分析与建模 - 实时分析
  • 应用基础设施与中间件 - API 集成与管理
适用行业
  • 金融与保险
适用功能
  • 商业运营
用例
  • 欺诈识别
  • 监管合规监控
服务
  • 数据科学服务
  • 系统集成
挑战
Zirtue, a mobile relationship-based lending application, was facing a growing issue of friendly fraud where users were disputing their loan payments falsely claiming they had not authorized the transactions. This was compounded by the fact that Zirtue had access to a very limited amount of user data, preventing them from proactively recognizing suspicious behaviors and stopping the fraud before it happened. Additionally, the vetting process for taking out a loan was lengthy and required tedious and time-consuming email exchanges between Zirtue and the borrower, to ensure the borrower could confirm their identity. This manual work frequently delayed loans, creating headaches for the Data Analytics team and borrowers alike, and it was looking as though another team member would need to be hired to help handle the workload.
关于客户
Zirtue is a mobile relationship-based lending application that simplifies loans between family, friends, and trusted relationships with automatic ACH loan payments. Both parties agree to a loan repayment schedule, the payments are made automatically via the payer’s bank account, and the awkwardness of asking to be repaid becomes a thing of the past. Based in the US, Zirtue grows 60% month-over-month as they work to create a more financially inclusive world. The platform is targeted specifically to college students, offering 24/7 study help for topics ranging from business and programming to writing and humanities.
解决方案
Zirtue implemented Sift’s Payment Protection product which provided access to a wealth of data that Zirtue didn’t have, completely revolutionizing the way the Data Analytics team managed fraud. The team implemented Workflows that automatically blocked users with certain Sift Scores (risk score based on behavioral attributes), eliminating the need to pore over documents and send multiple emails to ensure users were trustworthy. With the Network feature, Zirtue’s team has been able to identify additional accounts connected with fraudulent users, preventing fraud rings from transacting on the platform. This full-picture understanding of their user base has made the team more knowledgeable overall, and better equipped to spot suspicious behavior and activities.
运营影响
  • Zirtue’s fraud loss dollars were reduced to 1.6% of what they were prior to implementing Payment Protection.
  • They were able to trim 14-18 hours off of their manual reviews every week, eliminating the need to hire another data analyst to focus on fraud.
  • Now the team is able to shift their attention to creating delightful customer experiences, and making transactions between family, friends, and trusted connections easier than ever.
数量效益
  • Fraud loss dollars reduced to 1.6% of what they were prior to Sift
  • Manual review reduced by 14-18 hours weekly

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