Forecasting Manager, E-Commerce
Blue Marble
About the Role
E-Commerce Forecasting & SKU Strategy Manager
At Blue Marble, we believe in the power of play to spark curiosity, creativity, and lifelong learning. We create innovative toys and experiences that inspire kids—and kids at heart—around the world.
We're seeking a data-driven Ecommerce Forecasting & SKU Strategy Manager to lead demand planning, inventory strategy, and SKU performance across our marketplace channels, including Amazon, Walmart, Target+, and other ecommerce platforms. In this role, you'll ensure the right products are available at the right time while optimizing inventory health, profitability, and operational efficiency.
Working closely with marketplace, logistics, and supply chain teams, you'll develop forecasting models, drive process improvements, and lead initiatives that support sustainable growth. This is an ideal opportunity for a strategic, hands-on leader who enjoys solving complex operational challenges and turning data into action.
You'll be the person who ensures the right inventory is in the right place at the right time, that every SKU is pulling its weight on margin, and that our team runs smoothly across Vendor Central, Seller Central, and our 3PL/logistics partners. If you love turning messy, cross-functional problems into clean processes and you're equally comfortable building a forecast model and coaching direct reports, then this role is for you.
What You’ll Do
Core Responsibilities:
Forecasting & Demand Planning
- Full ecommerce forecast accountability across all SKUs and platforms (Amazon, Walmart, Target, Tiktok, and more)
- SKU-level demand planning strategy: in-stock, annual, promotional, and Q4 seasonal
- Vendor-level forecast strategy across domestic, import, and dropship channels
- Tracking forecast-to-actual performance with a regular reporting cadence
- Communicating forecast updates, risks, and changes to inventory, marketing, logistics, and finance teams
- Identifying and escalating demand anomalies for investigation
- Running cadenced inventory position reviews to flag weaknesses before they become out-of-stocks
Margin Contribution & Financial Performance
- Identifying and improving all drivers of ecommerce margin contribution
- Owning net contribution calculations and keeping them current
- Managing SKU-level promotional strategy to protect margin while driving velocity
- Communicating overstock/understock risk to promo and inventory teams to minimize storage costs and aged inventory
- SKU Strategy & Portfolio Development
- Assessing domestic vs. import sourcing decisions by SKU
- Reviewing bulk buy/discounted buy opportunities to support early stock-up decisions
- Partnering with retail and merchandising teams on SKU rationalization and exclusivity strategy
- Overseeing pre-launch viability reviews across all marketplaces
Inventory Operations & Movement
- Overseeing inventory movement to the correct fulfillment locations
- Leading shipment planning and scheduled inventory reviews
- Overseeing shipment error investigation, root-cause correction, and process updates to prevent recurrence
- Overseeing dropship and FBM order flow to ensure on-time processing and shipping
- Managing the Amazon import program and direct-to-FBA shipping options
- Communicating buffer stock needs to the broader inventory team
- Monitoring vendor availability status
Platform Operations Oversight
- Maintaining compliance with Amazon shipment requirements and proactively updating SOPs as requirements evolve
- Overseeing Vendor Central operations: PO creation/tracking, ladder and import orders, and operational performance monitoring
- Overseeing Seller Central operations: shipment creation/tracking and reimbursement requests
- Serving as the primary point of contact for 3PLs, ecommerce platforms, logistics partners, and the in-stock
Team Leadership & Development
- Directly supervising Ecommerce Supply Chain Manager and Ecommerce Demand Planner — managing daily tasks, workload allocation, prioritization and accuracy
- Conducting regular check-ins and performance reviews
- Training specialists on operational tasks and keeping SOPs current
- Ensuring accuracy and efficiency across all team processes
- Supporting the professional growth and advancement of direct reports
- Handling escalations on platform cases, carrier issues, and operational exception
Reporting, Communication & Visibility
- Maintaining team dashboards (e.g., ClickUp, PowerBI) for visibility into out-of-stocks, planned shipments, and new product launch timing
- Creating documentation for inventory movement and planning visibility
- Communicating operational issues, root causes, and resolution strategies to leadership
- Producing ad hoc reporting across platforms and functions as needed
Process & Ongoing Improvement
- Identifying and implementing process improvements across forecasting, operations, and inventory workflows
- Staying current on platform changes (Amazon fee structures, shipment requirements, EDI specs, chargeback rules) and driving team adaptation
- Evaluating new shipping and fulfillment options to reduce cost or improve speed
What You Bring
Must-Haves:
- 4+ years of experience in ecommerce operations, demand planning, inventory management, or a related supply chain role, including experience with Amazon Vendor Central and/or Seller Central
- Highly proficient with Excel including formulas, pivot tables, and visualizations
- Experience managing multi-platform fulfillment (FBA, WFS, 3PL, dropship, or similar)
- Strong analytical skills with the ability to build and maintain forecasting and margin models
- Prior experience directly managing or supervising a team
- Comfort working cross-functionally with marketing, finance, logistics, and merchandising teams
- Familiarity with dashboarding/reporting tools (e.g., ClickUp, Power BI, or similar)
- Excellent written and verbal communication skills, with the ability to translate data into clear recommendations for leadership
- A proactive, process-improvement mindset and comfort operating in a fast-changing ecommerce environment
Nice-to-Haves:
- Experience with EDI specifications and Amazon chargeback/compliance processes
- Experience with import/domestic sourcing decisions and vendor negotiations
- Background in a consumer products
Where You’ll Work
- Location: Onsite in Ashland, Oregon
- Work Style: Collaborative, hands-on, and fast-paced
Why You’ll Love It Here
- Competitive salary and performance-based bonus opportunities
- Comprehensive health benefits (medical, dental, vision, life)
- 401(k) to help you plan for the future
- Flexible paid time off—we trust you to recharge when you need it
- Employee Assistance Program
- A creative, collaborative, and yes—playful culture
- The chance to help shape iconic and emerging toy brands
- Real opportunities to develop within a dynamic, high-growth organization.
A Few More Things
This job description isn’t meant to cover everything—you may jump into other projects as we grow and evolve.
We’re committed to creating an inclusive environment where everyone can do their best work. Reasonable accommodations are available for individuals with disabilities.
Equal Opportunity Statement
Blue Marble is proud to be an equal opportunity employer. We celebrate diversity and are committed to building a team that reflects a wide range of backgrounds, experiences, and perspectives. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran status,
disability, or any other protected status.
Ready to build something fun with us? Apply today and let’s create something amazing together.
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