Machine Learning Engineer - AI/Predictive Analytics

Reference: 1223_1789508079

Machine Learning Engineer - AI / Predictive Analytics

We're looking for a Machine Learning Engineer to join a growing AI/ML team working on predictive solutions for Comcast's construction organization.

The team is solving several interesting problems with machine learning-from predicting construction timelines and permitting delays to forecasting project costs and exploring automated construction design.

This is a hands-on role for someone who enjoys data, feature engineering, predictive modeling, experimentation, and production ML.

What You'll Be Working On

Predicting Construction Timelines
Improve an existing model that predicts how long construction jobs will take.

Predicting Permit Timelines
Build a model to estimate how long government permitting may take based on historical patterns and other predictive features.

Predicting Construction Costs
Use four years of historical labor and material expense data to predict the expected cost of future construction jobs.

Automating Construction Design
Explore machine learning approaches to help determine things such as where trenches should go, how many poles may be needed, and where cables should be placed.

Responsibilities

  • Build, deploy, and improve machine learning models.
  • Perform feature engineering on historical and operational data.
  • Investigate model accuracy and identify opportunities for improvement.
  • Build pipelines for recurring model retraining.
  • Develop features that capture historical trends and changing behavior over time.
  • Experiment with different predictive modeling approaches.
  • Evaluate model performance and investigate errors.
  • Work with production ML systems and data pipelines.
  • Collaborate with other ML and engineering team members.
  • Help move new ML concepts from experimentation into production.

Required / Desired Experience

  • Machine Learning Engineering experience.
  • Predictive modeling experience.
  • Strong Python.
  • Experience with XGBoost, LightGBM, or other boosting algorithms.
  • Feature engineering.
  • Model evaluation.
  • Data pipeline development.
  • Production ML experience.
  • AWS.
  • MLflow or comparable experiment tracking.
  • Strong analytical and problem-solving skills.

Technology Stack

Python | AWS | XGBoost | MLflow | DVC | FastAPI | HashiCorp Nomad

GCS is acting as an Employment Business in relation to this vacancy.

COMPETITIVE SALARY
Added 15/09/2026
Reference: 1223_1789508079

Machine Learning Engineer - AI/Predictive Analytics

Reston, Virginia, United States of America Contract Construction Design

Other similar jobs

Lead Analytics Engineer

Added 07/09/2026

Lead Analytics EngineerLocation: Netherlands (Hybrid)Employment Type: PermanentOverviewWe are looking for a Lead Analytics Engineer to join a growing data and analytics function. This is an excellent opportunity for an experienced analytics professional to shape data transformation standards, develop scalable data products, and help build a robust analytics engineering capability across a complex organisation.You will work closely with data, analytics, and business stakeholders to transform raw data into trusted, reusable datasets that support strategic decision-making. This role combines hands-on technical expertise with leadership, mentoring, and long-term capability building.Key ResponsibilitiesCreate and maintain high-quality datasets that support reporting, analytics, and business decision-making.Build scalable...

Learn more

Lead Analytics Engineer

Added 07/09/2026

Lead Analytics EngineerLocation: Netherlands (Hybrid)Employment Type: PermanentOverviewWe are looking for a Lead Analytics Engineer to join a growing data and analytics function. This is an excellent opportunity for an experienced analytics professional to shape data transformation standards, develop scalable data products, and help build a robust analytics engineering capability across a complex organisation.You will work closely with data, analytics, and business stakeholders to transform raw data into trusted, reusable datasets that support strategic decision-making. This role combines hands-on technical expertise with leadership, mentoring, and long-term capability building.Key ResponsibilitiesCreate and maintain high-quality datasets that support reporting, analytics, and business decision-making.Build scalable...

Learn more

Data Analytics Engineer

Added 04/09/2026

AI-Enabled Data Analytics EngineerWe are currently seeking an experienced AI-Enabled Data Analytics Engineer to join a fast-growing team focused on delivering scalable analytics, automation, and AI-driven solutions that enhance business decision-making.This is an exciting opportunity for a hands-on engineer with strong expertise in Databricks, Python, SQL, and PySpark, combined with practical experience using modern AI-assisted development tools such as GitHub Copilot, ChatGPT, Claude Code, Cursor, and VS Code.Key ResponsibilitiesDesign, develop, and optimise scalable data pipelines and analytics solutions within Databricks.Build robust data transformation, automation, and reporting solutions using Python, SQL, and PySpark.Leverage AI-assisted development tools to accelerate coding, testing, debugging,...

Learn more

B2B Applied Analyst | Marketing Analytics & Insights

Added 09/09/2026

We're looking for an experienced B2B Applied Analyst to drive marketing performance insights across demand generation, ABM, paid media, email, events, and web channels.You'll be responsible for analysing campaign effectiveness, measuring pipeline impact, building Power BI dashboards, and delivering actionable insights that influence marketing strategy and investment decisions.B2B Applied Analyst | Marketing Analytics & Insights 📍 London (Hybrid) 📅 6-Month Contract Key Skills:8+ years' experience in B2B Marketing AnalyticsStrong Demand Generation & ABM measurement experienceAdvanced Power BI, SQL, and Excel skillsExperience with Salesforce, Dynamics, Adobe Analytics, or similar platformsExpertise in funnel analysis, attribution, conversion optimisation, and marketing performance reportingThis is...

Learn more

Data analytics Manager

Added 20/07/2026

6+ years of data management, analytics and reportingSignificant experience in leveraging data to inform broader marketing and media activitiesSuperior knowledge & strategic application of marketing capabilities such asDMPs, DSPs, and other campaign toolsSkillset in strategic thikingExcellent communication skillsExperience in gathering and interpreting business data and surfacing insightsOutstanding collaboration internally and externally with agencies and strategic partners.Demonstrable expertise of working with Tableau essentialWorking knowledge of Snowflake, Datorama & APIs preferableSQL coding knowledge beneficialGCS is acting as an Employment Business in relation to this vacancy.

Learn more

Machine Learning Engineer

Added 26/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 26/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 26/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 23/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 23/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 23/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 22/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 22/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 22/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more

Machine Learning Engineer

Added 21/10/2026

Role OverviewWe're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.Required SkillsStrong Python and SQL experienceMachine Learning and Predictive AnalyticsXGBoost, Scikit-Learn, LightGBM, or similar algorithmsForecasting and Time-Series ModelingFeature Engineering and Model OptimizationModel Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)PySpark /...

Learn more
At least 8 characters, 1 uppercase, 1 lowercase and 1 special character or number
Your file must be a doc, docx or pdf. No larger than 5MB.