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Mastering Merchandise Financial Planning (MFP): From Budgeting to Open-To-Buy (OTB)

by LumelJune 30, 2025, , |

Walk into any successful retail store, and you're experiencing the result of a thousand calculated decisions. That perfectly stocked shelf of sweaters just as the first cold front hits? The exact handbag a customer didn't know they needed but suddenly can't live without? These moments aren't happy accidents. They are the visible outcomes of a complex, critical process working tirelessly behind the scenes: Merchandise Financial Planning (MFP).

For many, retail seems like pure intuition—a gut feeling for what will sell. While that creative spark is essential, it's only half the story. The other half is a rigorous, data-driven discipline that provides the framework for success. MFP is where the art of merchandising meets the science of finance. It's the strategic blueprint that guides a retailer from high-level financial goals to the granular decisions that land products in a customer's shopping bag. This blog explores that crucial intersection, demystifying the process that forms the true heartbeat of modern retail and showing you how it comes to life.

What Exactly is Merchandise Financial Planning? The Science

At its core, Merchandise Financial Planning is the process of developing a financial roadmap for a retailer's inventory. It involves setting specific, measurable goals for sales, inventory levels, markdowns, and profit margins over a defined period, typically a season or a year. Think of it as the financial architecture upon which the entire merchandising structure is built. Without this plan, a retailer is essentially flying blind, buying products based on hope and risking catastrophic losses from overstocks or missed opportunities from stockouts.

The "science" of MFP is rooted in its key components. Let's look at how they are built, step-by-step.

Step 1: Sales Planning - Setting the Course

This is the starting point. It's a forecast of how much a retailer expects to sell, broken down by department, class, and sometimes even by location or channel. This isn't just guesswork. It's a calculated forecast based on historical sales data, market trends, seasonality, and planned promotions.

A planner would typically start by looking at last year's sales and then apply a growth factor. For instance, if the Women's Apparel department sold $1M last fall and the company target is 10% growth, the initial plan would be $1.1M. This top-line number is then spread across the months of the season, considering historical sales curves.

Step 2: Inventory Planning - The Great Balancing Act

With a sales plan in place, the next question is: how much inventory do you need to support it? This is where planners calculate the Stock-to-Sales Ratio (SSR), a metric that determines how much inventory (stock) you need at the beginning of a month (BOM inventory) to achieve the planned sales for that month.

Based on the planned sales, BOM inventory and EOM inventory (which is the BOM inventory for the next month), the planned receipts (i.e., value of new inventory required each month) is calculated at the retail rate.

Step 3: Margin & Profitability - Planning to Win

Revenue is vanity, profit is sanity. This step forces a focus on the bottom line. It begins with setting targets for Initial Markup (IMU)—the difference between the cost and the initial retail price.

More importantly, it involves planning for anticipated Markdowns. No retailer sells every item at full price. By strategically planning for reductions, a retailer can manage a product's lifecycle proactively. A planner might budget for a 15% markdown rate on the seasonal collection. This planned reduction is a crucial input for calculating the final Gross Margin, the ultimate measure of a product's profitability.

Here are the calculations involved.

Step 4: The Open-to-Buy (OTB) - The Buyer's Budget

All these elements—sales, inventory, and markdowns—come together in the Open-to-Buy (OTB) plan. The OTB is a dynamic budget that tells buyers exactly how much inventory they can purchase for a given period, preventing over-buying.

The formula is straightforward:

Total Merchandise Required = Planned Sales + Planned Markdowns + Planned End-of-Month Inventory

Open-To-Buy (OTB) = Total Merchandise Requid - Beginning-of-Month Inventory

This calculation provides a "checkbook" for buyers. It's the mechanism that connects the high-level financial plan directly to the purchasing decisions made every single day.

Why MFP is the Heartbeat of Modern Retail

A well-executed MFP is not just another report; it's a dynamic strategic tool. When done right, it optimizes inventory and cash flow, maximizes profitability, and creates critical strategic alignment between finance, merchandising, and operations.

Perhaps its most important function is bridging the gap between high-level strategy and on-the-ground execution. The CFO sets a top-down financial target (e.g., "increase company-wide margin by 2%"), while buyers work from the bottom-up based on product trends. MFP is the collaborative process that reconciles these two views, ensuring the final plan is both ambitious and achievable.

The "Art" of Merchandise Financial Planning

If MFP were purely a science, anyone with a spreadsheet could be a master merchant. The data and formulas provide the "what," but it's the "art" that addresses the "why" and the "what if."

The Art of Customer Empathy: Historical data can tell you what sold last year, but it can't predict the cultural shift that's about to make a certain style explode in popularity. The art is in deeply understanding the customer—their lifestyle, their aspirations, their evolving tastes—and curating an assortment that resonates on an emotional level.

The Art of Brand Curation: The financial plan for a fast-fashion retailer looks vastly different from that of a luxury brand. The art is in ensuring the MFP reflects and reinforces the brand's unique identity. It’s about making qualitative judgments about which trends to adopt and which to ignore, ensuring every product serves the overarching brand narrative.

The Art of Anticipating the Unknown: No plan survives contact with reality. A sudden heatwave can kill outerwear sales. A viral social media post can create unexpected demand. The art is in building a plan that is flexible enough to pivot, reading the early signs, and making bold adjustments to turn potential disasters into opportunities.

Overcoming the Hurdles: From Chaos to Clarity

Despite its importance, many retailers struggle to execute MFP effectively. They often find themselves bogged down by common challenges:

  • Spreadsheet Hell: Relying on a complex web of interconnected, error-prone spreadsheets that are difficult to manage and impossible to scale.
  • Siloed Systems: Disconnected data sources between finance, sales, and inventory, leading to multiple versions of the truth.
  • Manual Drudgery: Planners spending 80% of their time collecting and validating data, leaving only 20% for the high-value strategic analysis where they can apply their "art."
  • Rigid, Static Plans: Creating an annual plan that is outdated almost as soon as it's finished, with no easy way to re-forecast or model different scenarios.

How Lumel EPM Can Help

This is where modern technology becomes the catalyst that empowers both the artist and the scientist. The goal is not to replace human intuition, but to liberate it. Platforms like Lumel EPM are designed to solve the foundational challenges of MFP, allowing planning teams to operate at a more strategic level.

Lumel EPM transforms the Merchandise Financial Planning process by:

  1. Creating a Single Source of Truth: It integrates data from across the organization (ERP, POS, e-commerce) into a unified reporting and planning platform. This eliminates data silos and ensures that everyone, from the CFO to the assistant buyer, is working from the same validated numbers.
  2. Automating the Science: Lumel EPM automates the painstaking tasks of data aggregation and calculation. It handles the complex logic of OTB, stock-to-sales ratios, and margin calculations, freeing planners from manual spreadsheet work and allowing them to focus on analysis and strategy.
  3. Enabling Agile Scenario Planning: The platform allows planners to easily model different "what-if" scenarios. What happens to our margin if we pull this promotion forward? What is the inventory impact of a 10% sales lift in our best-performing category? This empowers retailers to be proactive and agile, adjusting their plans in real-time.
  4. Fostering Seamless Collaboration: By providing a centralized platform, Lumel EPM facilitates the top-down, bottom-up, and middle-out planning processes. Executives can set high-level targets, planners can build detailed plans, and the system helps reconcile the two, ensuring alignment and accountability.

The Unified Future of Retail Planning

Merchandise Financial Planning is the ultimate expression of retail's dual nature. It is an exacting science of numbers and formulas, yet it is also a creative art of intuition and foresight. To succeed, a retailer cannot afford to neglect either side.

Thriving requires a symbiotic relationship between the two—where data informs intuition and creativity is guided by financial strategy. The era of wrestling with spreadsheets and siloed data is over. The future belongs to agile, aligned, and data-rich organizations. By embracing modern planning tools like Lumel EPM, retailers can finally automate the science, freeing their most valuable assets—their people—to practice the art of retail.


Lumel enables retailers to transform Merchandise Financial Planning from a burdensome task into a strategic advantage. Empower your teams with the tools they need to optimize inventory, drive profit, and plan with confidence. The firm was recognized as the Best Overall Vendor for EPM in 2025.  

To follow our experts and receive thought leadership insights on data & analytics, register for one of our webinars.  To learn how Lumel Enterprise Performance Management (EPM) supports new product introductions, reach out to us today. 

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Lumel empowers enterprises to look forward and think ahead with an innovative suite of products for real-time integrated planning, reporting, and analytics. Designed for business users, Lumel delivers cutting-edge, no-code, self-service user experiences to leverage your modern data platform investments, reduce TCO, and retire legacy solutions.

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