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MAPFRE Accelerates Time to Business Value by 20% with AI
技术
- 平台即服务 (PaaS) - 数据管理平台
- 分析与建模 - 机器学习
适用行业
- 金融与保险
适用功能
- 销售与市场营销
- 商业运营
用例
- 预测性维护
- 需求计划与预测
- 欺诈识别
服务
- 云规划/设计/实施服务
- 数据科学服务
挑战
MAPFRE 是一家西班牙保险公司,业务遍及 100 多个国家,每年创造 273 亿欧元的收入。该公司的分析团队负责提供高级分析,帮助制定定价、销售、留存、承保等方面的决策。然而,鉴于对数据洞察的需求,该团队发现很难跟上大量传入请求并快速交付价值。该团队需要加快上市时间以应对新的业务挑战。
关于客户
MAPFRE 是全球最大的西班牙保险公司、拉丁美洲最大的跨国保险公司,也是欧洲 15 大保险集团之一(按保费规模计算)。该公司业务遍及五大洲 100 多个国家,年收入达 273 亿欧元。来自 80 个国家的 34,000 多名员工为全球 2600 万人提供服务。该公司的业务线依靠先进的分析技术来制定定价、销售、保留、承保等决策。
解决方案
为了应对这一挑战,MAPFRE ESPAÑA 选择了 DataRobot AI 平台来实现分析自动化并提高生产力以满足业务需求。该公司将 DataRobot API 与 Amazon Web Services、Microsoft Azure 和 Amazon SageMaker 集成,并使用 Athena 驱动程序链接到公司的数据湖。然后将模型部署到 Tableau 和 Microsoft Power BI,以便业务线员工轻松使用。DataRobot 平台消除了手动编码模型的需要,加快了探索和寻找有前景的新用例的时间。MLOps 简化了部署,并提供了一个监控生产中模型的单一位置。
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.”