Build, calibrate, and maintain propensity and "take rate" models utilizing gradient boosted trees (e.g., XGBoost, LightGBM) to optimize marketing spend. * Customer Archetypes: Develop unsupervised ...
Build, calibrate, and maintain propensity and "take rate" models utilizing gradient boosted trees (e.g., XGBoost, LightGBM) to optimize marketing spend. * Customer Archetypes: Develop unsupervised ...
Build, calibrate, and maintain propensity and "take rate" models utilizing gradient boosted trees (e.g., XGBoost, LightGBM) to optimize marketing spend. * Customer Archetypes: Develop unsupervised ...
Build, calibrate, and maintain propensity and "take rate" models utilizing gradient boosted trees (e.g., XGBoost, LightGBM) to optimize marketing spend. * Customer Archetypes: Develop unsupervised ...
Staff Research Scientist (AdTech/Recommendation Systems)
San Mateo, CA ยท On-site +1
$200K - $300K/yr
Traditional ML - XGBoost, PCA. * Big Data / Infra - Spark, Hadoop, distributed training systems. * Cloud Platforms - AWS, GCP, or Azure. * Bonus - C++. Who You Are * Experienced ML Researcher ...
Staff Research Scientist (AdTech/Recommendation Systems)
San Mateo, CA ยท On-site +1
$200K - $300K/yr
Traditional ML - XGBoost, PCA. * Big Data / Infra - Spark, Hadoop, distributed training systems. * Cloud Platforms - AWS, GCP, or Azure. * Bonus - C++. Who You Are * Experienced ML Researcher ...
DS with GEN AI
Murphy, TX ยท On-site
$14.25 - $18.50/hr
... XGBoost, Linear Regression, Clustering, Decicion Tree, KNN, SVN, etc. โข LangChain & LangGraph: Hands-on experience building, deploying, and maintaining applications using LangChain and LangGraph ...
DS with GEN AI
Murphy, TX ยท On-site
$14.25 - $18.50/hr
... XGBoost, Linear Regression, Clustering, Decicion Tree, KNN, SVN, etc. โข LangChain & LangGraph: Hands-on experience building, deploying, and maintaining applications using LangChain and LangGraph ...
Director, ML Research Science (Adtech / Recommender Systems)
San Mateo, CA ยท Hybrid
$250K - $330K/yr
Traditional ML - XGBoost, PCA. * Big Data / Infra - Spark, Hadoop, distributed training systems. * Cloud Platforms - AWS, GCP, or Azure. * Bonus - C++. Who You Are * Experienced Leader with Advanced ...
Director, ML Research Science (Adtech / Recommender Systems)
San Mateo, CA ยท Hybrid
$250K - $330K/yr
Traditional ML - XGBoost, PCA. * Big Data / Infra - Spark, Hadoop, distributed training systems. * Cloud Platforms - AWS, GCP, or Azure. * Bonus - C++. Who You Are * Experienced Leader with Advanced ...
DS with GEN AI
Plano, TX ยท On-site
... XGBoost, Linear Regression, Clustering, Decicion Tree, KNN, SVN, etc. โข LangChain & LangGraph: Hands-on experience building, deploying, and maintaining applications using LangChain and LangGraph ...
DS with GEN AI
Plano, TX ยท On-site
... XGBoost, Linear Regression, Clustering, Decicion Tree, KNN, SVN, etc. โข LangChain & LangGraph: Hands-on experience building, deploying, and maintaining applications using LangChain and LangGraph ...
ML Ops Engineer
Concord, CA ยท On-site
Strong proficiency in Java and Python, SQL, and ML libraries (e.g., scikit-learn, XGBoost, TensorFlow, PyTorch). Experience with cloud platforms and containerization (Docker, Kubernetes). Familiarity ...
ML Ops Engineer
Concord, CA ยท On-site
Strong proficiency in Java and Python, SQL, and ML libraries (e.g., scikit-learn, XGBoost, TensorFlow, PyTorch). Experience with cloud platforms and containerization (Docker, Kubernetes). Familiarity ...
Senior ML Engineer
Indianapolis, IN ยท On-site
$99K - $137K/yr
Proficiency in Python, SQL , and ML frameworks (Scikit-Learn, XGBoost, TensorFlow). * Excellent communication skills for presenting insights to technical and business stakeholders. Preferred Skills
Senior ML Engineer
Indianapolis, IN ยท On-site
$99K - $137K/yr
Proficiency in Python, SQL , and ML frameworks (Scikit-Learn, XGBoost, TensorFlow). * Excellent communication skills for presenting insights to technical and business stakeholders. Preferred Skills
Data Scientist
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost, PyTorch, TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Data Scientist
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost, PyTorch, TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Information Technology_USA - USA_Engineer
Jacksonville, FL ยท On-site
$49 - $67/hr
Experience building and integrating AI/ML solutions such as Xgboost, SARIMA, Prophet, prompt engineering and TensorFlow into production systems. Understanding model lifecycle including evaluations ...
Information Technology_USA - USA_Engineer
Jacksonville, FL ยท On-site
$49 - $67/hr
Experience building and integrating AI/ML solutions such as Xgboost, SARIMA, Prophet, prompt engineering and TensorFlow into production systems. Understanding model lifecycle including evaluations ...
Data Scientist
Raleigh, NC ยท On-site
Apply advanced techniques such as structural time series modeling and boosting algorithms (e.g., XGBoost, LightGBM). * Train and Tune Models: Develop and tune machine learning models using Python ...
Data Scientist
Raleigh, NC ยท On-site
Apply advanced techniques such as structural time series modeling and boosting algorithms (e.g., XGBoost, LightGBM). * Train and Tune Models: Develop and tune machine learning models using Python ...
Design, train, and validate supervised, unsupervised, and deep learning models using open-source libraries (PyTorch, TensorFlow, Scikit-learn, XGBoost, LightGBM) to support forecasting ...
Design, train, and validate supervised, unsupervised, and deep learning models using open-source libraries (PyTorch, TensorFlow, Scikit-learn, XGBoost, LightGBM) to support forecasting ...
Data Scientist
Mclean, VA ยท On-site
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost, PyTorch, TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Data Scientist
Mclean, VA ยท On-site
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost, PyTorch, TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Information Technology_USA - USA_Engineer
Jacksonville, FL ยท On-site
$49 - $67/hr
Experience building and integrating AI/ML solutions such as Xgboost, SARIMA, Prophet, prompt engineering and TensorFlow into production systems. Understanding model lifecycle including evaluations ...
Information Technology_USA - USA_Engineer
Jacksonville, FL ยท On-site
$49 - $67/hr
Experience building and integrating AI/ML solutions such as Xgboost, SARIMA, Prophet, prompt engineering and TensorFlow into production systems. Understanding model lifecycle including evaluations ...
Strong proficiency in Java and Python, SQL, and ML libraries (e.g., scikit-learn, XGBoost, TensorFlow, PyTorch). * Experience with cloud platforms and containerization (Docker, Kubernetes)
Quick apply
Strong proficiency in Java and Python, SQL, and ML libraries (e.g., scikit-learn, XGBoost, TensorFlow, PyTorch). * Experience with cloud platforms and containerization (Docker, Kubernetes)
Data Scientist
Mclean, VA ยท On-site
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost, PyTorch, TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Data Scientist
Mclean, VA ยท On-site
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost, PyTorch, TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Broad familiarity with the Python ecosystem and common libraries including Scikit-Learn, XGBoost, PyTorch, Keras, Tensorflow, Pandas, and common ML cloud services. * Familiarity with CNNs, RNN, LSTMs ...
Broad familiarity with the Python ecosystem and common libraries including Scikit-Learn, XGBoost, PyTorch, Keras, Tensorflow, Pandas, and common ML cloud services. * Familiarity with CNNs, RNN, LSTMs ...
Data Scientist with Security Clearance
Fairfax, VA ยท On-site
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost , PyTorch , TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Data Scientist with Security Clearance
Fairfax, VA ยท On-site
$125K - $160K/yr
Develop machine learning models using frameworks such as scikit-learn, XGBoost , PyTorch , TensorFlow, or similar libraries. * Perform feature engineering, dataset preparation, and model optimization ...
Train binary classification models using libraries such as scikit-learn, XGBoost, or TensorFlow on properly assembled training sets. * Perform feature engineering for model input (encoding ...
Train binary classification models using libraries such as scikit-learn, XGBoost, or TensorFlow on properly assembled training sets. * Perform feature engineering for model input (encoding ...
MLOPS Engineer
Concord, CA ยท On-site
Strong proficiency in Java and Python , SQL, and ML libraries (e.g., scikit-learn, XGBoost, TensorFlow, PyTorch). * Experience with cloud platforms and containerization (Docker, Kubernetes). * Hands ...
Quick apply
MLOPS Engineer
Concord, CA ยท On-site
Strong proficiency in Java and Python , SQL, and ML libraries (e.g., scikit-learn, XGBoost, TensorFlow, PyTorch). * Experience with cloud platforms and containerization (Docker, Kubernetes). * Hands ...
Xgboost information
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| Aspect | Xgboost | Data Scientist |
|---|---|---|
| Primary Role | Developing and tuning machine learning models, especially gradient boosting algorithms | Analyzing data, building models, and deriving insights across various techniques |
| Required Skills | Programming (Python, R), machine learning, data preprocessing | Statistics, programming, data visualization, machine learning |
| Work Environment | Data science teams, machine learning projects, software development | Research, data analysis, cross-functional collaboration |
While Xgboost is a specific machine learning algorithm used within data science projects, a Data Scientist encompasses a broader role involving data analysis, modeling, and insights. Xgboost is a tool often employed by Data Scientists to improve predictive performance, but the Data Scientist's responsibilities extend beyond just implementing algorithms.
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Lead Data Scientist - Propensity & Segmentation (Telecom)
Irving, TX โข On-site
Other
Posted 29 days ago
Job description
Job Title: Lead Data Scientist โ Propensity & Segmentation (Telecom) ) โ 2 Positions
Location: Irving TX
ROLE SUMMARY
We build the propensity models and customer segmentation frameworks that drive how we target, acquire, and retain millions of households. This is a 100% hands-on role for a seasoned Data Scientist who loves digging into data and owning execution from end to end. We are looking for someone who can write highly optimized, large-scale SQL feature queries, apply rigorous traditional machine learning methods (avoiding rookie pitfalls like data leakage or uncalibrated models), and turn raw data into high-value targeting lists for marketing.
If you are a practitioner who thrives on optimizing data pipelines, mastering telecom data structures, and applying core data science principles to large-scale datasets, this role is for you.
WHAT YOU WILL DO
- Hands-on Feature Engineering: Write, debug, and optimize complex SQL queries on cloud data warehouses. You will build clean feature sets from raw, massive source tables spanning customer billing, network performance, competitive footprint, and geographic data.
- Predictive & Behavioral Modeling: Build, calibrate, and maintain propensity and "take rate" models utilizing gradient boosted trees (e.g., XGBoost, LightGBM) to optimize marketing spend.
- Customer Archetypes: Develop unsupervised clustering and segmentation frameworks to group customers and addresses, enabling hyper-personalized marketing workflows.
- Enforce Core DS Rigor: Engineer features utilizing strict time-series windows to rigorously protect against data leakage, lookahead bias, and overfitting.
- Model Explainability & Performance: Evaluate and explain model mechanics using SHAP and feature importance. Monitor models in production to detect and remediate data and concept drift.
- Experimental Design: Collaborate with marketing teams to design A/B tests and randomized control trials (RCTs) to measure true incremental lift and isolate campaign performance from organic consumer behavior.
- Deliver Actionable Outcomes: Cleanly package outputs into business-ready deliverables, including feature dictionaries, performance tier charts, and scored target lists.
TELECOM & GEOSPATIAL REQUIREMENTS (MUST HAVE)
- Telecom Domain Expertise: 3+ years specifically navigating telecom, broadband, wireless, or subscription-based data structures (e.g., understanding ARPU, churn cycles).
- Geospatial Literacy: Practical experience using spatial SQL functions (e.g., BigQuery GIS, PostGIS, H3/S2 spatial indexing) to join and analyze location-based data like lat/long coordinates, wire centers, or census tracts.
REQUIRED SQL & BIG DATA SKILLS
- Advanced Cloud SQL & Tuning: Expert-level SQL proficiency on cloud data warehouses (BigQuery, Snowflake, or Redshift). You must know how to diagnose and fix poorly performing queries, optimize complex window functions, and handle heavy aggregations on tens of millions of rows efficiently.
- Memory Optimization: Practical experience handling datasets that exceed local memory constraints using batching, sampling, or large-scale data frameworks (e.g., PySpark, Dask, or warehouse-native tools like BigQuery ML/Snowpark).
REQUIRED MACHINE LEARNING & EXPERIENCE
- Experience: 5+ years of professional experience as an applied Data Scientist building and deploying supervised and unsupervised machine learning models.
- Core DS Fundamentals: Deep understanding of traditional ML theory, including class imbalance mitigation, feature selection, probability calibration, and experimental design.
- Business-Centric Evaluation: Ability to evaluate models beyond standard AUC/ROC, focusing on lift charts, precision-recall curves, tier separation, and financial ROI.
- Python Ecosystem: Advanced proficiency in Python, specifically utilizing the traditional data science stack (pandas, NumPy, scikit-learn, XGBoost, LightGBM) within notebook and script-based workflows.
About Emergere Technologies
Sourced by ZipRecruiter
Company size
51 - 200 Employees
Headquarters location
Plano, TX, US
Year founded
2017