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  • Product Fit and Sizing: Sustainable Product Evaluation, Engineering, and Design

    Product Fit and Sizing by Robinette, Kathleen M.; Veitch, Daisy; Alemany, Sandra; Bredenkamp, Karen;

    Sustainable Product Evaluation, Engineering, and Design

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    Product details:

    • Edition number 1
    • Publisher CRC Press
    • Date of Publication 21 June 2026

    • ISBN 9781032502434
    • Binding Paperback
    • No. of pages409 pages
    • Size 234x156 mm
    • Weight 780 g
    • Language English
    • Illustrations 430 Illustrations, black & white
    • 697

    Categories

    Short description:

    This book addresses the complexity of assessing fit and using fittings in the product design process from a scientific and systems engineering perspective. Including: how to represent the anthropometry of the target market, good practices for reliable fit testing, and comprehensive statistical analyses for fit and sizing analysis.

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    Long description:

    In this book, for the first time, the complexity of assessing fit and using fittings in the product design process is addressed from a scientific and systems engineering perspective. It includes methods to represent the anthropometry of the target market, good practices to develop protocols for more reliable and consistent fit testing, methods for developing and maintaining a fit database, comprehensive statistical analyses needed for fit and sizing analysis, and instructions for selecting and modeling cases for new product development.

    Product Fit and Sizing: Sustainable Product Evaluation, Engineering, and Design offers step-by-step instructions for the evaluation, engineering, and design of existing and new products and includes real-world examples of mass-produced apparel, head wearables, and footwear products. It also explains how to develop a sustainable fit standard for fit and sizing continuity for all styles across all seasons and iterations.

    This book is intended for industry professionals and undergraduate and graduate education to prepare students for design and engineering jobs. For organizations that purchase uniforms or protective equipment and apparel, it also provides instructions for purchasing professionals to evaluate the suitability of wearable products for their population.

    The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license.

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    Table of Contents:

    Chapter 1 Introduction 1

    Abstract 1
    Sustainable Product Evaluation, Engineering and Design Process (SPEED) 3
    Inputs 6
    Design loop 7
    Sizing loop 8
    How to use this book 13


    Chapter 2 Inputs and Getting Started 16

    Abstract 16
    Products 17
    Requirements and Constraints 17
    Design Concept 21
    Resources 24
    Tools 24
    Analysis & data management tools 25
    Questionnaires 29
    Anthropometry 35
    Manual tool assessment 42
    Imaging tool assessment 45
    Physical fit measuring tools 57
    Personnel and facilities 61
    Personnel 61 Facilities 67
    Use of human subjects 67
    Test site considerations 68
    Target population (TP) sampling and planning 70
    Starting TP Sample 71
    Planning full TP sample 77
    Weighting samples 84
    What can go wrong 86

    Chapter 3 Cases and Fit Models 91

    Abstract 91
    Selecting cases 93
    Selecting cases with raw data 98
    Base size and base size case 105
    Multiple cases 119
    PCA alternative for selecting key variables 126
    Selecting cases with aggregate data 135
    Using cases to create mock-ups and prototypes 143
    Physical manikins 148
    Digital manikins 154
    Original point cloud 157
    Surfaced manikin 157
    Watertight surfaced manikin 157
    Standardized homologous watertight manikin 158
    Parameterized database manikin 158

    Chapter 4 Testing and Analysis Procedures 166

    Abstract 166
    Experimental design 169
    Analysis methods 174
    Student’s t-test 176
    Paired t-test (repeated measures with 2 treatments) 180
    Wilcoxon signed-rank test 181
    Wilcoxon rank-sum test (Mann Whitney test) 182
    Proportion test 182
    Chi-squared test for independence 184
    Bivariate correlation 185
    General Linear Models 185
    Analysis of variance (ANOVA) 188
    Linear regression/stepwise linear regression 189
    Discriminant analysis 191
    Logistic regression 193
    Design loop tests and analysis 196
    Pilot tests 197
    Stand-alone trade studies 198
    Comparison of two treatments using paired test design 200
    Comparison of two treatments using independent samples 202
    Comparison of three or more treatments using repeated measures design 202
    Comparison of three or more treatments using independent measures design 205
    Prototype fit tests 205
    Scenario 1: First prototype iteration with just one size 209
    Scenario 2: Existing product with fit and sizing issues in multiple sizes 211

    Sizing loop tests and analysis 219
    Evaluating the cost versus benefit of sets of sizes 221
    Determining the tariff 223
    Size prediction 228

    Chapter 5 Mass Produced Apparel 231

    Abstract 231
    Background 231
    Fit audit and the Sustainable Fit Standard 233
    Grading and the Sweetspot 236
    Benefits of the SPEED process 239
    Case studies 239
    Case study 1: Manufacturer / retailer design, sizing, tariff, & fit standard development 240
    Case study 2: Assessment for purchasing an existing product aided by 3D scanning 252
    Case study 3: Assessment for purchasing tariff 256
    Case study 4: Prototype test to determine the correct alteration 262

    Chapter 6 Head and Face Wearables 268

    Abstract 268
    Background 268
    Center of mass vs neck strain 270
    Sensitivity to temperature 271
    Head orientation and alignment 272
    Head anthropometry 281
    Case studies 286
    Case study 1: Design loop testing of a head wearable to demonstrate use of product based head orientation 286
    Case study 2: Design loop testing with a non-functioning mockup including early COF 290
    Case study 3: Design loop updates in COF 304
    Case study 4: A trade study to investigate temple band closing force 309
    Case study 5: Design loop evaluation tools highlighting inputs to design changes 32
    Case study 6: Importance of fit testing to predict sizing numbers for purchasing 331

    Chapter 7 Footwear 339

    Abstract 339
    Background 339
    Issues with different footwear types 343
    Dress shoes and casual footwear 344
    Safety, protective, and occupational footwear 349
    Sports footwear 351
    Key Performance Indicators (KPIs) 352
    Concept-of-Fit (COF) 355
    Subject assessment 355
    The Sustainable Fit Standard 358
    Target user profile 359
    Foot anthropometry and anatomy 360
    Foot as a static structure 361
    The dynamics of the foot 363
    Foot anthropometry methods 367
    Variability of the of the foot anthropometry: sex, age, demographics 371
    Resources, planning, and preparation 376
    Case studies 379
    Case study 1: The design loop of casual and fashion footwear 379
    Case study 2: Application to footwear innovation 389

    Glossary 391

    Index 403

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