The Global Sizing Gap Study
How well do your size charts actually fit the people wearing your garments?
The Global Sizing Gap Study is an independent benchmark of sizing performance across industrial workforces. Esenca Sizing invites workwear brands, textile rental companies, PPE manufacturers, and uniform providers to participate and receive a proprietary analysis of how well their existing sizing systems serve their actual workforce.
The Problem
Most industrial size charts were never built for the people wearing them.
They were inherited from suppliers, copied from outdated standards, or developed from datasets with no direct relevance to your workforce. The result is a gap between what your size chart assumes and what your workers actually measure that leads to returns, exchanges, re-fittings, safety risks, and unnecessary costs.
What the Study Does
Participants submit their size charts and collect body measurements from their workforce using Esenca Sizing’s technology. We analyse the relationship between real anthropometric data and your existing sizing system and deliver a report that tells you exactly where your sizing works, where it fails, and what to do about it.
This is not a generic industry report. Every participant receives analysis based on their workforce, their own size charts, and their own garments.
Participation Tiers
Standard
Impact
Complete
Enterprise
What you provide
Size charts + Calibration (30) + 100 workers measured
Standard + Historical data
(returns, exchanges, size sales distribution, inventory)
Standard + Physical garment samples
(one complete size run per garment type)
Standard + Historical data + Physical garment samples
Population Coverage Analysis
Size Chart Quality Assessment
Body Shape Intelligence
Statistical Confidence & Benchmarking
Commercial Impact Assessment
Garment Intelligence Analysis
What You Receive
Population Coverage Analysis
Overall coverage rate, identification of underserved workforce segments, and mapping of ambiguous size assignments: the cases most likely to generate returns and complaints.
Size Chart Quality Assessment
Identification of redundant sizes serving substantially overlapping populations, phantom sizes with negligible demand, and opportunities to simplify or restructure the size range while maintaining workforce coverage. The analysis highlights where the current size architecture creates unnecessary complexity and where adjustments could improve coverage efficiency.
Population Coverage Analysis
Identification of natural body shape clusters within your workforce and evaluation of whether a single linear size chart can serve them — or whether fit profiles, shape-based sizing, or alternative cuts would unlock better coverage.
Statistical Confidence & Benchmarking
Assessment of whether your measured sample accurately represents your workforce, with anonymous benchmarking against aggregated data from all participating organisations.
Impact participants also receive
Commercial Impact Assessment
Return and exchange reduction potential in both percentage and estimated financial value. Lost demand analysis identifying workforce segments no current size fits well. An optimal size curve for production and inventory planning. Direct comparison between your existing sizing approach and Esenca’s recommendation system.
Complete & Enterprise participants also receive
Garment Intelligence Analysis
For participants who provide physical garment samples, the analysis extends to garment-level ease, intended vs. actual fit, and critical fit point diagnostics per garment type — the deepest level of sizing intelligence the study delivers. A complete size run of one garment is enough to unlock this analysis.
What We Need From You
Size Charts
Your existing size charts for one brand, collection, or product category — workwear, uniforms, PPE, outerwear, trousers, shirts, or similar. Up to five size charts per participant.
Calibration Sample
A minimum of 30 people — ideally 15 men and 15 women — who actually wear the garments in their daily work. This step calibrates Esenca’s measurement system to your specific garments before the full workforce measurement begins.
Workforce Measurement
A minimum of 100 individuals were measured using Esenca’s browser-based body measurement technology. No hardware, no app installation, no technical expertise required. We provide full onboarding support.
Impact Tier (Optional)
Historical business data: return rates, exchange rates, size sales distribution, and inventory allocation.
Complete Tier (Optional)
Physical garment samples: one complete size run per garment type. Two to three representative garments are recommended for the most comprehensive analysis.
Enterprise Tier (Optional)
Historical business data and physical garment samples: return rates, exchange rates, size sales distribution, inventory allocation, and one complete size run per garment type.
Who This Is For
The study is designed for:
Workwear and uniform brands
Textile rental and laundry service companies
PPE manufacturers and distributors
Airlines, railways, and logistics operators
Healthcare and industrial employers managing large uniformed workforces
If sizing decisions affect cost, safety, or operational efficiency at your organisation, this study was built for you.
How It Works
1. Apply
Submit your interest. We confirm your eligibility and assign a programme contact.Submit your interest. We confirm your eligibility and assign a programme contact.
2. Submit Size Charts
Share your existing size charts for the collection or category you want to analyse.
3. Calibration
A sample of 30 people who actually wear the garments is measured first. This calibrates Esenca’s system to your specific garments before the full measurement begins.
4. Measure Your Workforce
Once calibration is complete, your team collects measurements from a minimum of 100 workers using Esenca’s browser-based technology. We provide full onboarding support.
5. Receive Your Report
Within an agreed timeframe following the completion of measurements, you will receive your Fit Intelligence Report.
6. Act on the Insights
Your report includes concrete next steps: which sizes to add, remove, or adjust; where to regrade; how to reallocate inventory; and how much improvement you can expect.
Calibration
Share size charts
MEASURE Workforce
your Fit Intelligence Report
Perfect Fit
Timeline
Se poate niște text aici pls?
Summer – Autumn 2026
Measurement Window
Q4 2026 – Q1 2027
Reports Delivered
Q1 2027
Industry Benchmark Published
About
Esenca Sizing is a B2B body measurement platform that has processed over 500,000 measurements across workwear, PPE, uniform, medical, and footwear applications. Our technology captures 100+ body measurements from two smartphone photos in 30 seconds — browser-based, no app or hardware required. ISO 8559 certified. KPMG-audited GDPR compliant.
Validated by some of Europe’s largest workwear and textile rental providers
97% fit success rate across a European-wide rollout
91% measurement accuracy validated across 150 workers
91.4% of circumference measurements within ±0.75 cm
The Global Sizing Gap Study applies this same methodology to your sizing system — and turns your workforce data into decisions.
Apply Now
Participation is free. Places are limited.
The Global Sizing Gap Study accepts a limited number of participants per industry segment to maintain benchmark data quality and analytical depth.