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AirbnbAirbnbUnited States

Senior Manager Global Capacity and Operational Planning (Community Support)

Leads global demand forecasting, capacity planning, and analytics for Community Support operations, building statistical models and providing executive decision support. Requires 12+ years in forecasting/workforce analytics, 5+ years managing teams, and expertise in SQL/Python/stats.

204k – 255k/yr
Remote12+ YOEBusiness Operations

About the role

Responsibilities

Demand Forecasting & Statistical Modeling

  • Own short-term, mid-term, and long-term demand forecasting across all Global Operations teams and channels (phone, messaging, email, back-office etc.).
  • Design, develop, and maintain statistically robust demand forecasting models using time series and machine learning techniques (e.g., exponential smoothing, ARIMA, regression-based models etc.).
  • Perform trend, seasonality, and variance decomposition; detect structural breaks, outliers, and demand anomalies.
  • Quantify forecast uncertainty through confidence intervals, error distributions, and bias analysis.
  • Lead scenario modeling for peak demand periods, product launches, growth initiatives, and unplanned demand events.
  • Continuously assess model performance using statistical accuracy metrics (MAPE, RMSE, MAE, bias etc).
  • Establish model governance standards, including documentation, validation, back-testing, and post-mortem analysis.
  • Research, prototype, and implement new forecasting and optimization techniques as business needs evolve.
  • Perform scenario planning and sensitivity analysis to quantify trade-offs between service levels, cost, and utilization.

Advanced Analytics

  • In partnership with the Analytics and Data Engineering team, design and build scalable planning data pipelines, dashboards, and automate forecasting and capacity models to improve scalability, repeatability, and timeliness.
  • Use SQL and Python to extract, transform, and analyze large-scale operational datasets to monitor forecast accuracy, capacity gaps, utilization, and operational risk.

Decision Support & Stakeholder Communication

  • Present forecast assumptions, methodologies, risks, trade-offs, and recommendations in clear, executive-ready formats and act as a trusted advisor to senior leadership and lead demand/capacity planning discussions in cross-functional forums.
  • Align cross-functional stakeholders (Delivery, Product, Finance, HR, and others) to embed planning outputs into execution and operational decision-making.
  • Identify and implement process improvements, automation, and best practices in the demand and capacity planning area to optimize cost while maintaining or improving customer experience and service-level outcomes.

People Leadership

  • Lead, mentor, and develop planning analysts in quantitative methods, statistical rigor, and coding best practices.
  • Review and approve forecasting and capacity models for accuracy, scalability, and business relevance.
  • Set clear goals, high performance expectations, and career development paths for the team.
  • Foster a culture of data-driven decision-making, accountability, and continuous improvement.

Requirements

  • 12+ years of experience in demand forecasting, capacity planning, workforce analytics, or applied analytics.
  • 5+ years of people management experience.
  • Bachelor’s degree in Mathematics, Statistics, Operations Research, Engineering, Economics, Data Science, or a related quantitative field.
  • Strong foundation in probability, statistics, and optimization.
  • Hands-on experience building and validating forecasting models (time series analysis, exponential smoothing, ARIMA, regression, hypothesis testing) and capacity models (Erlang, queueing theory, service-level and utilization modeling).
  • Strong understanding of contact center metrics (AHT, ASA, service level, shrinkage, occupancy**); experience supporting large-scale, multi-site, or global contact center environments preferred.
  • Advanced analytical skills with strong proficiency in Excel, Google Sheets, SQL, Python and data visualization tools such as Tableau.
  • Experience with WFM tools (e.g., NICE, Verint, Aspect) or planning platforms (e.g., Anaplan) preferred.
  • Strong business acumen with the ability to balance cost efficiency and customer experience outcomes.
  • Excellent communication, executive presentation, and stakeholder influence skills; ability to explain complex analytical concepts to non-technical audiences.
  • Comfortable operating in fast-paced, ambiguous, and highly dynamic environments.

Compensation

Pay Range: $204,000—$255,000 USD (base pay). Role may also be eligible for bonus, equity, benefits, and Employee Travel Credits.

Skills

SQLPythonArimaExcelTableauTime Series AnalysisExponential SmoothingErlangQueueing TheoryAnaplanNiceVerintAspectGoogle Sheets
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