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The head of Data was very concerned with hires being restricted to talent in Austin. Only 40% of her team lived in Austin.

She had the following questions:
Is there enough talent in ATX?
If not:
could her roles be opened up to remote after a certain point?
could budget be allocated for Senior+ vs. only Director+ hires

Consolidated and de-duped from

Greenhouse, their ATS
Linkedin Recruiter
GEM
Ezhire
Talent Neuron

Totals reflect

YELLOW = Candidate per org across all data sources
GREEN = Candidates per org in Greenhouse
⁠

GREENHOUSE & LI BOOLEAN

(("Data Scientist" OR "Machine Learning Scientist" OR "AI Researcher" OR "ML Specialist" OR "Applied Scientist" OR "Data Science Consultant" OR "Deep Learning Scientist") OR ("Data Analyst" OR "Business Intelligence Analyst" OR "BI Developer" OR "Data Visualization Specialist" OR "Quantitative Analyst" OR "Data Insights Analyst" OR "Market Research Analyst") OR ("Data Architect" OR "Big Data Architect" OR "Enterprise Data Architect" OR "Cloud Data Architect" OR "Data Platform Architect" OR "Database Architect" OR "ETL Architect") OR ("Machine Learning Engineer" OR "ML Engineer" OR "AI Engineer" OR "Deep Learning Engineer" OR "Computer Vision Engineer" OR "NLP Engineer" OR "AI Developer") OR ("Data Engineer" OR "ETL Engineer" OR "Big Data Engineer" OR "Cloud Data Engineer" OR "Database Engineer" OR "Data Platform Engineer" OR "Pipeline Engineer")) ​AND (("Python" OR "pandas" OR "NumPy" OR "scikit-learn" OR "TensorFlow" OR "PyTorch" OR "XGBoost" OR "Keras" OR "Matplotlib" OR "Jupyter Notebook" OR "PyCharm" OR "Google Colab" OR "FastAPI") OR ("R" OR "tidyverse" OR "ggplot2" OR "caret" OR "shiny" OR "lubridate" OR "dplyr" OR "RStudio" OR "data.table" OR "mlr") OR ("Scala" OR "Apache Spark" OR "Akka" OR "Play Framework" OR "MLlib" OR "Breeze" OR "IntelliJ IDEA" OR "SBT" OR "Ammonite") OR ("Java" OR "Spring Boot" OR "Apache Kafka" OR "Hadoop" OR "Flink" OR "Weka" OR "Eclipse" OR "IntelliJ IDEA" OR "NetBeans") OR ("SQL" OR "MySQL" OR "PostgreSQL" OR "SQLite" OR "SQL Server" OR "Redshift" OR "Snowflake" OR "BigQuery" OR "Looker" OR "SSMS" OR "DBeaver") OR ("NoSQL" OR "MongoDB" OR "Cassandra" OR "CouchDB" OR "Neo4j" OR "DynamoDB" OR "ElasticSearch" OR "GraphQL") OR ("Go" OR "Golang" OR "Gin" OR "Echo" OR "Beego" OR "Buffalo" OR "Delve" OR "VS Code" OR "Goland") OR ("Julia" OR "Flux.jl" OR "DataFrames.jl" OR "JuMP" OR "DifferentialEquations.jl" OR "Juno" OR "Pluto.jl" OR "JuliaPro") OR ("AWS" OR "GCP" OR "Azure" OR "S3" OR "Lambda" OR "EC2" OR "Cloud Functions" OR "Kubernetes" OR "Terraform" OR "Jenkins" OR "Docker" OR "Airflow" OR "DBT" OR "Fivetran" OR "Prefect")) ​AND (("A/B testing" OR "predictive modeling" OR "real-time analytics" OR "ETL automation" OR "feature engineering" OR "model deployment" OR "search engine optimization" OR "time-series forecasting" OR "data warehousing" OR "churn prediction" OR "multi-touch attribution" OR "AI-powered automation" OR "speech recognition" OR "autoML" OR "fraud detection" OR "anomaly detection" OR "log analytics" OR "churn prediction" OR "lead scoring" OR "segmentation analysis" OR "conversational AI" OR "price optimization" OR "conversion rate optimization" OR "personalization models" OR "real-time bidding" OR "demand forecasting" OR "supply chain analytics" OR "automated reporting" OR "sentiment analysis" OR "customer retention strategies" OR "user behavior analysis" OR "AI-powered automation" OR "knowledge graphs" OR "text mining" OR "computer vision" OR "speech recognition" OR "reinforcement learning" OR "Bayesian optimization" OR "autoML" OR "deep reinforcement learning" OR "network analysis" OR "data harmonization" OR "data warehousing" OR "serverless computing" OR "cross-sell analysis" OR "API performance tuning")) ​AND (("MIT" OR "Massachusetts Institute of Technology" OR "Stanford" OR "Stanford University" OR "Harvard" OR "Harvard University" OR "Berkeley" OR "UC Berkeley" OR "University of California Berkeley" OR "Caltech" OR "California Institute of Technology" OR "CMU" OR "Carnegie Mellon University" OR "Georgia Tech" OR "Georgia Institute of Technology" OR "UIUC" OR "University of Illinois Urbana-Champaign" OR "University of Washington" OR "UW Seattle" OR "University of Toronto" OR "UofT" OR "University of Michigan" OR "UMich" OR "Columbia" OR "Columbia University" OR "Princeton" OR "Princeton University" OR "Yale" OR "Yale University" OR "Cornell" OR "Cornell University" OR "UCLA" OR "University of California Los Angeles" OR "NYU" OR "New York University" OR "USC" OR "University of Southern California" OR "UT Austin" OR "University of Texas at Austin" OR "University of Chicago" OR "UChicago" OR "University of Pennsylvania" OR "UPenn" OR "Duke" OR "Duke University" OR "Brown" OR "Brown University" OR "Northwestern" OR "Northwestern University" OR "Rice" OR "Rice University" OR "University of Waterloo" OR "ETH Zurich" OR "Oxford" OR "University of Oxford" OR "Cambridge" OR "University of Cambridge" OR "Imperial College London" OR "EPFL" OR "Paris-Saclay" OR "Tsinghua University" OR "Peking University" OR "National University of Singapore" OR "NUS")) AND (("Computer Science" OR "CS" OR "Software Engineering" OR "Data Science" OR "Machine Learning" OR "Artificial Intelligence" OR "AI" OR "Statistics" OR "Mathematics" OR "Applied Mathematics" OR "Mathematical Sciences" OR "Physics" OR "Engineering Physics" OR "Electrical Engineering" OR "Computer Engineering" OR "Cybersecurity" OR "Operations Research" OR "Business Analytics" OR "Quantitative Finance"))

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