Kolin Ohi work email
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Kolin Ohi personal email
Hands-on data engineering leader with extensive experience delivering data pipelines and advanced analytics, including data modeling and analytic product design, streaming data flows, automation of data science models, and data lake implementations on Spark, EMR/Dataproc, Kafka/Kinesis, and s3/Google Cloud Storage.- Expert at designing and delivering end-to-end data architectures on AWS and Google Cloud, including large scale ETL on Spark, containerized automation with Airflow and Kubernetes, streaming ingest, real-time schema evolution on event-driven architectures, and front-end tools to support data science, reporting and analytics.- Deep experience with development processes for data applications, including Scrum/Kanban lifecycles, testing, automation, operations, and CI/CD with Docker, Kubernetes, and Jenkins.- Architected and implemented infrastructure for high volume data pipelines and advanced analytics on both traditional RDBMS and leading-edge platforms, including Spark, EMR, Google Dataproc, BigQuery, Hive/Presto/Impala, Kinesis, Kafka, Cloudera (pyspark, presto), Oracle Exadata, postgres, and MySQL.- Exceptional ability to frame key performance indicators and to translate complex data structures and large data volumes into actionable business recommendations.- Experienced people manager: have led multiple teams of ETL, front-end, QA, and big data engineers; built distributed teams in the US, Eastern Europe and India.- Skilled in analytic languages and tools, including Python, shell (bash, sed/awk), and Java.
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Sr Director, Data PlatformFigure Markets Jul 2024 - Present -
Senior Director, Data EngineeringFigure Jun 2018 - Aug 2024New York City, New York, UsFigure Technologies creates innovative consumer financial solutions for home improvement, debt consolidation and retirement. Its mission is to build and promote innovative financial products on blockchain that benefit consumers and eliminate the rent-seeking, illiquidity and other inefficiencies in current financial markets.As Senior Director of Data Engineering, I am responsible for the data architecture, engineering, and operations that support analytics, reporting, and data science. As one of the earliest members of the data team, I built our data infrastructure from the ground up, including:- Created streaming data ingest from event-driven Kafka architecture, with on-the-fly process that translates protocol buffer schemas defined in multiple microservice applications into BigQuery data structures that evolve in real time. - Designed and built Python ETL of operational message formats into dimensional data lake, with schemas optimized for reporting and analytics.- Implemented Airflow on Google Kubernetes Engine, enabling automation of many thousand jobs each day.- Built ETL framework in Python, pyspark, and BigQuery, providing the reporting benefits of a dimensional data model (slowly changing dimensions, accumulating snapshots, and fact tables) without the overhead and expense of a data warehouse or ETL tools.- Automated data ingest from credit agencies and property data brokers, wiring legacy batch flat file formats and technologies (sftp, etc.) into our architecture and allowing data scientists to focus on direct mail models instead of file logistics and data hygiene. -
Director, Data EngineeringHotschedules Jul 2017 - Jun 2018Austin, Texas, UsCreated a unified, cost efficient data platform to power restaurant operations and analytics. Ingesting and processing data from multiple legacy applications using Spark, Spark Streaming, Kinesis, and EMR.- Drove a data lake strategy to consolidate data assets from HotSchedules’ multiple companies and technology platforms. Enabled a centralized view of data to drive new product features and insights for restaurant customers.- Created and executing on a roadmap to transition data from expensive or legacy platforms (Redshift, SQLServer, MongoDB) to more scalable and cost-efficient platforms (Presto/Spark on EMR and centralized s3 storage).Accomplishments included:- Built stream ingestion for data from multiple restaurant points of sale data and its transformation into a common schema for centralized analytics.- Built forecasting engine on Spark to enable granular sales forecasting efficiently at scale. -
Director Data EngineeringEventbrite Oct 2015 - Jul 2017San Francisco, California, UsResponsible for team that rebuilt Eventbrite’s data architecture. Achievements included:- Optimizing costs and performance by transitioning from reserved CDH5 instances running hive ETL to EMR clusters running pyspark transformations. Split workloads between transient and persistent clusters with shared storage on s3.- Rebuilding entire infrastructure from the bottom up using terraform and ansible. Environment can now be deployed seamlessly in any Availability Zone.- Redesigning analytic schemas with a hybrid data lake/ dimensional approach, enabling ‘single source of truth’ without slowing down new product engineering.- Rolling out new job scheduling on Luigi, SLA and operations monitoring on Elasticsearch/Logstash/Kibana, and Python code framework for data pipelines.- Refactoring data ingestion pipelines (Salesforce, MySQL, Google Analytics, Kafka) from improvised homegrown solutions to maintainable code that follows industry best practices.- Enabling data science team to explore data in spark and python with Zeppelin; enabling them to deploy models to production with spark code framework.- Designing schema repository/metadata approach- Establishing operational processes; publishing and reporting on SLAs and operational incidents -
Director, Business Intelligence & Analytic ArchitectureHotwire Sep 2013 - Oct 2015Lead multiple teams implementing Hotwire's Business Intelligence initiatives in US, Eastern Europe, and India. Scope includes ETL and database/hadoop development (Informatica, Oracle Exadata, hive/pig/java), front-end (MicroStrategy & Qlikview), analytic tools (R Studio Server, hue, etc.), ETL operations, release management, and QA.
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Architect / Senior Architect, BiHotwire Jun 2010 - Dec 2013Led BI architecture and analytic database, ETL, and front-end development. Responsibilities included:• Drove design and tool selection: led selection and implementation of Oracle Exadata, Control-M, Hadoop, Qlikview, and MicroStrategy Visual Insights.• Selected and deployed Hadoop solution (CDH4) to augment existing environment, delaying a multi-million dollar database expansion. • Expanded Hotwire’s analytic capabilities with RHadoop and other tools.• Managed and mentored a team of engineers and architects, both locally and offshore.• Deals Engine: owner of projects that automated and optimized Hotwire merchandizing, including deals displays on the website, deals promoted in email marketing, and feeds sent to marketing partners.• Worked with pricing and data science teams to implement statistical algorithms for optimized displays, sorting, and pricing.• Provided analytic support to all areas of the company; handled all analyses that required large data volumes or advanced SQL or PL/SQL.
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VariousHotwire Sep 2002 - Jun 2011Roles included: Principal, Analytics; Manager, Product Analytics; Senior Analyst.
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Database DeveloperGeneral Motors Sep 2001 - Sep 2002Detroit, Michigan, Us -
Manager, Business MetricsI-Drive.Com Jun 1999 - Aug 2001
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Research AnalystAlexa Internet 1998 - Jun 1999San Francisco, California, Us -
Sales & Marketing ManagerSmall Press Distribution 1997 - 1998
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Promotions EditorNolo Press 1996 - 1997Pleasanton, Ca, Us
Kolin Ohi Skills
Kolin Ohi Education Details
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Cornell UniversityComparative Literature -
University Of California, DavisEnglish
Frequently Asked Questions about Kolin Ohi
What company does Kolin Ohi work for?
Kolin Ohi works for Figure Markets
What is Kolin Ohi's role at the current company?
Kolin Ohi's current role is Senior Director, Data Engineering at Figure.
What is Kolin Ohi's email address?
Kolin Ohi's email address is oh****@****re1.com
What is Kolin Ohi's direct phone number?
Kolin Ohi's direct phone number is +141521*****
What schools did Kolin Ohi attend?
Kolin Ohi attended Cornell University, University Of California, Davis.
What are some of Kolin Ohi's interests?
Kolin Ohi has interest in Mathematics, Exercise, Technology, Home Improvement, Lean Startups, Reading, Gourmet Cooking, Sports, Books, Business.
What skills is Kolin Ohi known for?
Kolin Ohi has skills like Data Warehousing, Analytics, Business Intelligence, Data Modeling, Sql, Etl, Big Data, Databases, Hadoop, Oracle, Microstrategy, Agile Methodologies.
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