下载PDF
Big risks requires big data thinking: helping clients target and prevent fraud
技术
- 分析与建模 - 大数据分析
- 应用基础设施与中间件 - 数据交换与集成
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
挑战
安永的客户越来越多地寻求在欺诈、贿赂和腐败风险较高的市场中实现增长。监管机构和执法机构正在加强其活动,导致企业在员工培训、政策制定和内部审计程序方面投入大量资金,旨在提高人们对反欺诈或反腐败政策的认识。许多公司还增加了更复杂、更主动的法医数据分析 (FDA) 功能的使用,旨在预防和发现欺诈、浪费和滥用领域。然而,传统的基于规则的测试和电子表格工具在管理这些风险方面并不有效。安永需要一种解决方案,帮助他们走在前面,在潜在威胁升级之前将其消除。
关于客户
安永是审计、税务、交易和咨询服务领域的全球领导者。安永提供的见解和优质服务有助于建立对全球资本市场和经济体的信任和信心,并有助于为安永的员工、客户和社区构建更美好的工作环境。安永为客户提供全面的欺诈和安全风险保护。在过去十年中,商业信息的数量、种类和速度的惊人增长改变了公司处理欺诈和腐败调查以及合规监控的方式。
解决方案
EY 选择 IBM® 反欺诈管理和 IBM BigInsights® 作为首创产品 EY 反欺诈的技术基础。该产品经过专门配置,将 EY 数十年的欺诈、调查和合规经验以及行业特定知识与 IBM 技术的大数据计算能力、智能和可扩展性相结合。IBM 反欺诈管理是一个一体化的前瞻性平台,它使用全面的分析来检测和突出显示潜在的可疑活动。结合 IBM BigInsights 的大数据功能,该解决方案使 EY 能够检测任何潜在欺诈行为,通过应用欺诈洞察迅速做出响应,调查可疑活动并查看历史数据,分析模式并建立监视列表以监控潜在的欺诈活动。
运营影响
数量效益
相关案例.
Case Study
Real-time In-vehicle Monitoring
The telematic solution provides this vital premium-adjusting information. The solution also helps detect and deter vehicle or trailer theft – as soon as a theft occurs, monitoring personnel can alert the appropriate authorities, providing an exact location.“With more and more insurance companies and major fleet operators interested in monitoring driver behaviour on the grounds of road safety, efficient logistics and costs, the market for this type of device and associated e-business services is growing rapidly within Italy and the rest of Europe,” says Franco.“The insurance companies are especially interested in the pay-per-use and pay-as-you-drive applications while other organisations employ the technology for road user charging.”“One million vehicles in Italy currently carry such devices and forecasts indicate that the European market will increase tenfold by 2014.However, for our technology to work effectively, we needed a highly reliable wireless data network to carry the information between the vehicles and monitoring stations.”
Case Study
Safety First with Folksam
The competitiveness of the car insurance market is driving UBI growth as a means for insurance companies to differentiate their customer propositions as well as improving operational efficiency. An insurance model - usage-based insurance ("UBI") - offers possibilities for insurers to do more efficient market segmentation and accurate risk assessment and pricing. Insurers require an IoT solution for the purpose of data collection and performance analysis
Case Study
Smooth Transition to Energy Savings
The building was equipped with four end-of-life Trane water cooled chillers, located in the basement. Johnson Controls installed four York water cooled centrifugal chillers with unit mounted variable speed drives and a total installed cooling capacity of 6,8 MW. Each chiller has a capacity of 1,6 MW (variable to 1.9MW depending upon condenser water temperatures). Johnson Controls needed to design the equipment in such way that it would fit the dimensional constraints of the existing plant area and plant access route but also the specific performance requirements of the client. Morgan Stanley required the chiller plant to match the building load profile, turn down to match the low load requirement when needed and provide an improvement in the Energy Efficiency Ratio across the entire operating range. Other requirements were a reduction in the chiller noise level to improve the working environment in the plant room and a wide operating envelope coupled with intelligent controls to allow possible variation in both flow rate and temperature. The latter was needed to leverage increased capacity from a reduced number of machines during the different installation phases and allow future enhancement to a variable primary flow system.
Case Study
Automated Pallet Labeling Solution for SPR Packaging
SPR Packaging, an American supplier of packaging solutions, was in search of an automated pallet labeling solution that could meet their immediate and future needs. They aimed to equip their lines with automatic printer applicators, but also required a solution that could interface with their accounting software. The challenge was to find a system that could read a 2D code on pallets at the stretch wrapper, track the pallet, and flag any pallets with unread barcodes for inspection. The pallets could be single or double stacked, and the system needed to be able to differentiate between the two. SPR Packaging sought a system integrator with extensive experience in advanced printing and tracking solutions to provide a complete traceability system.
Case Study
Transforming insurance pricing while improving driver safety
The Internet of Things (IoT) is revolutionizing the car insurance industry on a scale not seen since the introduction of the car itself. For decades, premiums have been calculated using proxy-based risk assessment models and historical data. Today, a growing number of innovative companies such as Quebec-based Industrielle Alliance are moving to usage-based insurance (UBI) models, driven by the advancement of telematics technologies and smart tracking devices.
Case Study
MasterCard Improves Customer Experience Through Self-Service Data Prep
Derek Madison, Leader of Business Financial Support at MasterCard, oversees the validation of transactions and cash between two systems, whether they’re MasterCard owned or not. He was charged with identifying new ways to increase efficiency and improve MasterCard processes. At the outset, the 13-person team had to manually reconcile system interfaces using reports that resided on the company’s mainframe. Their first order of business each day was to print 20-30 individual, multi-page reports. Using a ruler to keep their place within each report, they would then hand-key the relevant data, line by line, into Excel for validation. “We’re talking about a task that took 40-80 hours each week,” recalls Madison, “As a growing company with rapidly expanding product offerings, we had to find a better way to prepare this data for analysis.”