Title
Personalizing talent acquisition to improve hiring outcomes
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Title
Personalizing talent acquisition to improve hiring outcomes
Personalizing talent acquisition to improve hiring outcomes | Databricks Skip to main content Login Why Databricks Discover For App Develop…
Description
104 Corporation, Taiwan's leading online recruitment platform, moved data workflows to the Databricks Data + AI Platform and deployed MLflow to train machine learning models that summarize job postings and power personalized, tailored recruitment recommendations for job seekers and employers. The company saw a 25% reduction in ETL processing time and 9x faster data processing for more personalized job-seeking experiences.
…ults in personalized solutions for talent acquisition Since going live in 2019, 104 Corporation has seen an average 25% reduction in the amount of time needed to process ETL workloads for both BI dashboarding and ML model training. For example, runtime for high-volume analytics has decreased to around a minute…
…tion CUSTOMER STORY Personalizing talent acquisition to improve hiring outcomes 9x Faster data processing for more personalized job-seeking experiences 25% Reduction in time-to-market of new features Technology has dramatically cha…
Company
104 Corporation
…tically changed the recruitment and job search process over the last few years. As Taiwan’s leading online recruitment solutions provider, 104 Corporation uses cloud computing and machine learning to help hiring companies and millions of job seekers improve their recruitment results and experiences. However, due to their legacy cloud tooling and the need for a modern data infra…
Country
Taiwan
…tically changed the recruitment and job search process over the last few years. As Taiwan’s leading online recruitment solutions provider, 104 Corporation uses cloud computing and machine learning to help hiring companies and millions of job seekers improve their recruitment results and experiences. However, due to their legacy cloud tooling and the need for a modern data infra…
Industry
Human Resources
…the last few years. As Taiwan’s leading online recruitment solutions provider, 104 Corporation uses cloud computing and machine learning to help hiring companies and millions of job seekers improve their recruitment results and experiences. However, due to their legacy cloud tooling and the need for a modern data infra…
Problem
104 Corporation struggled to scale pipeline costs effectively and spent significant resources on maintenance operations, slowing their ability to be truly data-driven, hampered by specialty ETL tooling like EMR and a legacy data warehouse in SAP Sybase that were disparate and complex to scale.
…ue to their legacy cloud tooling and the need for a modern data infrastructure, 104 Corporation struggled to scale pipeline costs effectively and spent significant resources on maintenance operations, slowing their ability to be truly data-driven. Since moving data workflows to the Databricks Data + AI Platform, 104 Corporati…
Solution
104 Corporation moved data workflows onto the Databricks Data + AI Platform and Delta Lake, building high-performance ETL pipelines that support training new ML models to better summarize company and job postings. It separately deployed MLflow, which brought data scientists, engineers and developers into one unified ecosystem for collaboration and knowledge-sharing.
…er impressions. To further drive AI democratization and reduce developing time, 104 Corporation also deployed MLflow, which brought together the various teams across the company — data scientists, engineers and developers — into one unified ecosystem that enabled seamless, efficient knowledge-sharing. Such a collaborative, democratized environment has allowed diverse team members…
Business value
104 Corporation has seen an average 25% reduction in the amount of time needed to process ETL workloads for both BI dashboarding and ML model training, with runtime for high-volume analytics decreased to around a minute.
…needed to process ETL workloads for both BI dashboarding and ML model training. For example, runtime for high-volume analytics has decreased to around a minute, allowing multiple applications to run simultaneously, efficiently and consiste…
Headline outcome
…ults in personalized solutions for talent acquisition Since going live in 2019, 104 Corporation has seen an average 25% reduction in the amount of time needed to process ETL workloads for both BI dashboarding and ML model training. For example, runtime for high-volume analytics has decreased to around a minute…
Use case type
Personalisation
…tion CUSTOMER STORY Personalizing talent acquisition to improve hiring outcomes 9x Faster data processing for more personalized job-seeking experiences 25% Reduction in time-to-market of new features Technology has dramatically cha…
AI capabilities
Machine Learning, Recommendation & Personalization
…estion, processing and management. The new platform also allowed the company to build high-performance ETL pipelines that support training new ML models to better summarize company and job postings, maximizing the volume of user impressions. To further drive AI democratization…
Technology
Delta Lake, MLflow, Databricks Lakeflow Jobs
…ities for future AI initiatives for all. MLflow’s interactive notebook tool and the visualization capabilities of Databricks Lakeflow Jobs are also helping drive greater and more seamless collaboration across the different teams, accelerating prototyping and development of more co…
Deployment model
cloud
…g quantity of data became significantly more challenging to manage and utilize. 104 Corporation modernized its infrastructure on the Databricks Data + AI Platform to address these limitations — helping to unify all their data into a standard view for downstream analytics…
Deployment options
cloud
…g quantity of data became significantly more challenging to manage and utilize. 104 Corporation modernized its infrastructure on the Databricks Data + AI Platform to address these limitations — helping to unify all their data into a standard view for downstream analytics…