End-To-end Data Analytics for Product Development : A Practical Guide for Fast Consumer Goods Companies, Chemical Industry and Processing Tools Manufacturers.
Giancristofaro, Rosa Arboretti.
End-To-end Data Analytics for Product Development : A Practical Guide for Fast Consumer Goods Companies, Chemical Industry and Processing Tools Manufacturers. - 1st ed. - 1 online resource (314 pages)
Cover -- Title Page -- Copyright -- Contents -- Biographies -- Preface -- About the Companion Website -- Chapter 1 Basic Statistical Background -- 1.1 Introduction -- Chapter 2 The Screening Phase -- 2.1 Introduction -- 2.2 Case Study: Air Freshener Project -- 2.2.1 Plan of the Screening Experiment -- 2.2.2 Plan of the Statistical Analyses -- Chapter 3 Product Development and Optimization -- 3.1 Introduction -- 3.2 Case Study for Single Sample Experiments: Throat Care Project -- 3.2.1 Comparing the Mean to a Specified Value -- 3.2.2 Comparing a Proportion to a Specified Value -- 3.3 Case Study for Two‐Sample Experiments: Condom Project -- 3.3.1 Comparing Variability Between Two Groups -- 3.3.2 Comparing Means Between Two Groups -- 3.3.3 Comparing Two Proportions -- 3.4 Case Study for Paired Data: Fragrance Project -- 3.5 Case Study: Stain Removal Project -- 3.5.1 Plan of the General Factorial Experiment -- 3.5.2 Plan of the Statistical Analyses -- Chapter 4 Other Topics in Product Development and Optimization: Response Surface and Mixture Designs -- 4.1 Introduction -- 4.2 Case Study for Response Surface Designs: Polymer Project -- 4.2.1 Plan of the Experimental Design -- 4.2.2 Plan of the Statistical Analyses -- 4.3 Case Study for Mixture Designs: Mix‐Up Project -- 4.3.1 Plan of the Experimental Design -- 4.3.2 Plan of the Statistical Analyses -- Chapter 5 Product Validation -- 5.1 Introduction -- 5.2 Case Study: GERD Project -- 5.2.1 Evaluation of the Relationship among Quantitative Variables -- 5.3 Case Study: Shelf Life Project (Fixed Batch Factor) -- 5.4 Case Study: Shelf Life Project (Random Batch Factor) -- Chapter 6 Consumer Voice -- 6.1 Introduction -- 6.2 Case Study: "Top‐Two Box" Project -- 6.3 Case Study: DOE - Top Score Project -- 6.3.1 Plan of the Factorial Design -- 6.3.2 Plan of the Statistical Analyses -- 6.4 Final Remarks. References -- Index -- EULA.
9781119483700
New products-Management-Statistical methods.
Electronic books.
HF5415.153 .A736 2020
End-To-end Data Analytics for Product Development : A Practical Guide for Fast Consumer Goods Companies, Chemical Industry and Processing Tools Manufacturers. - 1st ed. - 1 online resource (314 pages)
Cover -- Title Page -- Copyright -- Contents -- Biographies -- Preface -- About the Companion Website -- Chapter 1 Basic Statistical Background -- 1.1 Introduction -- Chapter 2 The Screening Phase -- 2.1 Introduction -- 2.2 Case Study: Air Freshener Project -- 2.2.1 Plan of the Screening Experiment -- 2.2.2 Plan of the Statistical Analyses -- Chapter 3 Product Development and Optimization -- 3.1 Introduction -- 3.2 Case Study for Single Sample Experiments: Throat Care Project -- 3.2.1 Comparing the Mean to a Specified Value -- 3.2.2 Comparing a Proportion to a Specified Value -- 3.3 Case Study for Two‐Sample Experiments: Condom Project -- 3.3.1 Comparing Variability Between Two Groups -- 3.3.2 Comparing Means Between Two Groups -- 3.3.3 Comparing Two Proportions -- 3.4 Case Study for Paired Data: Fragrance Project -- 3.5 Case Study: Stain Removal Project -- 3.5.1 Plan of the General Factorial Experiment -- 3.5.2 Plan of the Statistical Analyses -- Chapter 4 Other Topics in Product Development and Optimization: Response Surface and Mixture Designs -- 4.1 Introduction -- 4.2 Case Study for Response Surface Designs: Polymer Project -- 4.2.1 Plan of the Experimental Design -- 4.2.2 Plan of the Statistical Analyses -- 4.3 Case Study for Mixture Designs: Mix‐Up Project -- 4.3.1 Plan of the Experimental Design -- 4.3.2 Plan of the Statistical Analyses -- Chapter 5 Product Validation -- 5.1 Introduction -- 5.2 Case Study: GERD Project -- 5.2.1 Evaluation of the Relationship among Quantitative Variables -- 5.3 Case Study: Shelf Life Project (Fixed Batch Factor) -- 5.4 Case Study: Shelf Life Project (Random Batch Factor) -- Chapter 6 Consumer Voice -- 6.1 Introduction -- 6.2 Case Study: "Top‐Two Box" Project -- 6.3 Case Study: DOE - Top Score Project -- 6.3.1 Plan of the Factorial Design -- 6.3.2 Plan of the Statistical Analyses -- 6.4 Final Remarks. References -- Index -- EULA.
9781119483700
New products-Management-Statistical methods.
Electronic books.
HF5415.153 .A736 2020