下载PDF
Google Cloud Platform > 实例探究 > Handshake Uses Looker + Databricks to Turbocharge Online Recruiting
Google Cloud Platform Logo

Handshake Uses Looker + Databricks to Turbocharge Online Recruiting

技术
  • 分析与建模 - 大数据分析
  • 分析与建模 - 机器学习
  • 应用基础设施与中间件 - 数据交换与集成
适用行业
  • 教育
  • Professional Service
适用功能
  • 人力资源
  • 销售与市场营销
用例
  • 预测性维护
  • 质量预测分析
  • 供应链可见性(SCV)
服务
  • 数据科学服务
  • 软件设计与工程服务
挑战
Handshake is a platform that connects students, universities, and employers for job and internship opportunities. However, managing the complex user journeys in this dynamic three-sided marketplace is a challenge. The company needs to understand how students engage with employers, how employers discover and engage with students, and how universities assist their students. Furthermore, Handshake aims to democratize data, allowing users to have direct access and gain the insights they need. This requires managing a large amount of data, including click-stream data, application data, service data, and third-party tool data. As a startup, Handshake does not have the resources to build a complex software stack to handle this.
关于客户
Handshake is a career network that unites universities, students, and employers. It was founded in 2014 by three Michigan Tech students who struggled to gain the attention of employers during their own recruiting experience. The platform connects 500 universities, nine million students and recent alumni, and more than 250,000 employers. Handshake aims to level the playing field by providing students at rural universities and HBCUs with the same access to job and internship opportunities as those at larger institutions. The company's mission is to democratize data, allowing users to have direct access and gain the insights they need.
解决方案
Handshake designed a new software stack that combines power, flexibility, and control. The company chose Spark as the platform, with Python as the main programming language. PySpark offers the machine learning libraries Handshake needs, and Spark SQL allows the team to create custom logic as needed, with support for different types of storage systems. Building on that foundation, the team added two key services: Databricks and Looker. Databricks offers interactive notebooks, a scheduler for batch processing and streaming, and the access control Handshake needs to protect sensitive student data. Looker, on the other hand, provides a range of powerful BI features and easy integration with Databricks. It allows cross-functional teams to have access to data and provides a layer of abstraction, both internally and externally.
运营影响
  • Looker has been used by multiple business departments, not just engineering, to access data.
  • Looker has increased collaboration through consistent, advanced analytics.
  • Handshake has embedded Looker’s interactive data exploration and data visualization library into its product, allowing for self-service data exploration by schools.
数量效益
  • Handshake now unites 500 universities, nine million students and recent alumni, and more than 250,000 employers on one single career network.
  • 74% of companies say they plan to hire recent college graduates, up from 67% in 2016.

相关案例.

联系我们

欢迎与我们交流!

* Required
* Required
* Required
* Invalid email address
提交此表单,即表示您同意 IoT ONE 可以与您联系并分享洞察和营销信息。
不,谢谢,我不想收到来自 IoT ONE 的任何营销电子邮件。
提交

Thank you for your message!
We will contact you soon.