// Research
Apparel Planning
Research & Analysis.
Editorial analysis of apparel planning practices, team structures, and the tools that mid-market brands use to manage OTB, assortment, and buy planning.
// Published
Published research
Operational Playbook
Replenishment Readiness Playbook
An operator playbook for size-level replenishment: the masking diagnostic, the allocation decision matrix by fleet profile, and the signal-hygiene rules.
17 min read
Industry Research
The Modern Apparel Planning Stack
A technology landscape for mid-market apparel brands: what the modern planning stack looks like, how the tools fit together, and where the gaps still are.
8 min read
Industry Research
Spreadsheet Dependency in Apparel Planning
The operational, financial and strategic risks of running apparel planning in spreadsheets, and the threshold where the risk exceeds the cost of migrating.
9 min read
Industry Research
The State of Apparel Planning
How mid-market apparel brands plan today: the tools they use, where planning breaks down, and what separates the high-performing operations from the rest.
7 min read
Industry Research
Why Apparel Brands Overbuy
The five structural drivers behind chronic overbuying — asymmetric penalties, cascading buffers, MOQ capitulation and optimism bias — and how to break them.
8 min read
Industry Research
Apparel Buying Team Structure
How apparel buying teams are organized at $10M–$200M brands — roles, handoffs, tools, and what high-performing teams do differently across the planning-to-buy workflow.
10 min read
Industry Research
SKU Rationalization in Apparel
Why assortments grow unchecked, the hidden cost of that complexity, and the frameworks that let a brand rationalise without sacrificing customer choice.
9 min read
Industry Research
OTB Planning Benchmarks
How mid-market apparel brands set, manage and miss open-to-buy budgets: cycle length, revision frequency, accuracy, and what high-performing teams do.
11 min read
Industry Research
Apparel Planning Maturity Benchmarks
A benchmark analysis of planning maturity across mid-market apparel brands, mapping five levels from spreadsheet-dependent to intelligent merchandising.
10 min read
Industry Research
Markdown and Inventory Risk
How mid-market apparel brands quantify and reduce markdown exposure: the risk drivers, sell-through targets, and the planning failures that generate most of it.
12 min read
Industry Research
Mid-Market Assortment Planning Practices
How mid-market brands structure assortment decisions by category, channel and season, and where spreadsheet-based assortment planning starts to break down.
11 min read
Industry Research
Inventory Productivity Benchmarks
Benchmarks across GMROI, inventory turns and weeks of supply, and the operational patterns that separate capital-efficient merchandising from volume buying.
11 min read
Also See
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