Community Support Forecasting and Demand Planning Analyst
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About This RoleAI processing…
Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way.
Key Responsibilities
- 1Own short-term, mid-term, and long-term demand forecasting across all Global Operations teams and channels (phone, messaging, email, back-office etc.).
- 2Design, develop, and maintain statistically robust demand forecasting models using time series and machine learning techniques (e.g., exponential smoothing, ARIMA, regression-based models etc.).
- 3Perform trend, seasonality, and variance decomposition; detect structural breaks, outliers, and demand anomalies.
- 4Quantify forecast uncertainty through confidence intervals, error distributions, and bias analysis.
- 5Perform scenario modeling for peak demand periods, product launches, growth initiatives, and unplanned demand events.
- 6Continuously assess model performance using statistical accuracy metrics (MAPE, RMSE, MAE, bias etc).
- 7Establish model governance standards, including documentation, validation, back-testing, and post-mortem analysis.
- 8Research, prototype, and implement new forecasting and optimization techniques as business needs evolve.
- 9Perform scenario planning and sensitivity analysis to quantify trade-offs between service levels, cost, and utilization.
- 10In 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.
- 11Use SQL and Python to extract, transform, and analyze large-scale operational datasets to monitor forecast accuracy, capacity gaps, utilization, and operational risk.
- 12Present forecast assumptions, methodologies, risks, trade-offs, and recommendations in clear, executive-ready formats and act as a trusted advisor to senior leadership and participate in demand/capacity planning discussions in cross-functional forums.
- 13Align cross-functional stakeholders (Delivery, Product, Finance, HR, and others) to embed planning outputs into execution and operational decision-making.
- 14Identify 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.
Requirements
- 10+ years of experience in demand forecasting, capacity planning, workforce analytics, or applied analytics.
- 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.
Perks & Benefits
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