Sr. Data Analyst – Workforce Forecasting & Analytics
Company | |
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Location | San Francisco, CA, USA, Remote in USA |
Salary | $120082 – $247228 |
Type | Full-Time |
Degrees | Bachelor’s |
Experience Level | Senior, Expert or higher |
Requirements
- 8+ years of forecasting workload for digital (non-voice) contact channels (e.g. email, chat, in-app, online forms, etc) or related industry experience
- Expertise in application of forecasting methodologies in digital contact channels (e.g. time-series, multiple regression, ML, etc.)
- Experience building digital contact channel forecasting models manually from scratch is required
- Ability to layer and integrate multiple forecasting methodologies based on evolving business need
- Advanced fluency in SQL for data extraction, transformation, and analysis of large and complex datasets + either Python or R for predictive modeling and automation
- Proficient in data visualization and dashboarding with experience using modern BI tools, such as Tableau, Apache Superset, Looker Studio, PowerBI
- Exceptional critical-thinking skills with ability to balance and adjust qualitative and quantitative approaches to varying tasks, concepts, and analysis
- Meticulous work quality and data integrity standards
- Situational task management skills with ability to change context and pivot quickly toward changing priorities based on evolving business need
- Ability to adapt and maintain professionalism and composure within a fast-paced, high-pressure environment
- Self-starter with demonstrated experience independently leading, driving, and executing large-scale projects and complex deliverables
- Ability to navigate, extract, manipulate, interpret, and organize imperfect and/or limited data in a startup environment where team, tools, and processes are not fully established
- A service and solution-oriented mindset able to build credible and trustworthy relationships with cross-functional teams and stakeholders in a predominately remote-work environment
- Proficiency in Slack functionality with ability to manage intraday requests and communications from a large number of slack channels
- Bachelors degree in a relevant field, or equivalent experience
Responsibilities
- Support the creation and implementation of dynamic and robust workload forecasting models to project digital (non-voice) contact volume and handle time using descriptive, diagnostic, predictive, and prescriptive analytics
- Forecast digital contact workload at the daily, weekly, monthly and quarterly level
- Create long-term (1-3 year) workload forecasts for digital contact channels to support and facilitate the annual budget process
- Transform raw, unstructured data into organized and meaningful insights
- Own end-to-end forecasting processes and methodologies, including re-forecast cadence, forecast variance diagnostics and reporting, stakeholder communications, collecting and integrating inputs from cross-functional teams, anomaly detection and logging, etc.
- Perform deep correlation analysis on a substantially wide variety of data sources and workload-influencing variables, such as trends in user reports, changes in automated detection models and thresholds, prevalence and impression metrics, geopolitical events, policy enforcement changes, seasonality, etc.
- Customize forecasting methodologies based on the unique needs of different operational functions, such as content moderation, partner and advertiser integrity, quality monitoring, legal and compliance workflows, and internal / external escalations
- Perform historical, same-day, and forward-looking RCA to identify drivers of forecast variance and shifts in workload trends; present findings and solution-oriented recommendations to stakeholders
- Lead weekly meetings to collect forecast inputs from cross-functional teams, as well as share out forecasting outputs
- Measure and report forecast accuracy
- Build and refine WFM dashboards to communicate Workforce metrics and insights (forecast variance, accuracy, staff delivery, occupancy, etc) to stakeholders, and enable WFM team RCA
- Perform sensitivity analysis to support scenario testing
- Support internal and external audits
- Drive organizational understanding of forecasting value by presenting forecasting processes and best practices to stakeholders in an easy-to-understand format
- Continuously calibrate and refine forecasting tools and strategies based on team feedback and evolution of Trust & Safety roadmap and OKRs
- Perform ad-hoc analysis as needed
- Mentor and support other members of the WFM team
- Other duties as assigned to support WFM program growth and development
Preferred Qualifications
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No preferred qualifications provided.