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Applied Statistics for Scientists and Engineers - 2-day In-person Seminar by John Robinson





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Applied Statistics for Scientists and Engineers - 2-day In-person Seminar by
Article Posted: 02/03/2015
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Applied Statistics for Scientists and Engineers - 2-day In-person Seminar


 
Food & Beverages,Health
Overview:

Throughout 21 CFR and guidance documents for the pharmaceutical, biopharmaceutical, and medical device industries, the application of statistical methods are specified for: setting validation criteria and specifications, performing measurement systems analysis (MSA), conducting stability analysis, using design of experiment (DOE) for process development and validation, developing process control charts, and determining process capability indices.

Different statistical methods are required for each of these particular applications. Data and tolerance intervals are common tools used for setting acceptance criteria and specifications. Simple linear regression and analysis-of-covariance (ANCOVA) are used for setting expiries and conducting stability analysis studies. Two-sample hypothesis tests, analysis-of-variance (ANOVA), regression, and ANCOVA are methods used for analyzing designed experiment for process development and validation studies. Descriptive statistics (distribution, summary statistics), run charts, and probability (distributions) are used for developing process control charts and developing process capability indices.

This course provides instruction on how to apply the appropriate statistical approaches: descriptive statistics, data intervals, hypothesis testing, ANOVA, regression, ANCOVA, and model building. Once competence in each of these areas is established, industry-specific applications are presented for the participants.

Why should you attend:

21 CFR and guidance documents for the pharmaceutical, biopharmaceutical, and medical device industries specify the application of statistical methods across the product quality lifecycle.

According to the Quality System Regulation (QSR) for medical devices, "Where appropriate, each manufacturer shall establish and maintain procedures for identifying valid statistical techniques required for establishing, controlling, verifying the acceptability of process capability and product characteristics." Although there are many statistical method that may be applied to satisfy this portion of the QSR, there are some commonly accepted methods that all companies can and should be using to develop acceptance criteria, to ensure accurate and precise measurement systems, to fully characterize manufacturing processes, to monitor and control process results and to select an appropriate number of samples.

According to both 21 CFR and guidance documents, the need for statistical methods is well established from discovery through product discontinuation. 21 CFR specifies the "the application of suitable statistical procedures" to establish both in-process and final specifications. The guidance documents necessitate the application of statistical methods for development and validation of measurement systems, process understanding using Quality by Design (QbD) principles, process validation, as well as ensuring the manufacturing process is in control and is capable.

This course provides instruction statistical methods for data analysis of applications related to the pharmaceutical, biopharmaceutical, and medical device industries.

Areas Covered in the Session:

Objectives: describe and analyze the distribution of data develop summary statistics generate and analyze statistical intervals and hypothesis tests to make data-driven decisions describe the relationship between and among two or more factors or responses understand issues related to sampling and calculate appropriate sample sizes use statistical intervals to setting specifications/develop acceptance criteria use Measurement Systems Analysis (MSA) to estimate variance associated with: repeatability, intermediate precision, and reproducibility ensure your process is in (statistical) control and capable

Who Will Benefit:

This seminar is designed for pharmaceutical, biopharmaceutical, and medical device professionals who are involved with product and/or process design: Process Scientist/Engineer Design Engineer Product Development Engineer Regulatory/Compliance Professional Design Controls Engineer Six Sigma Green Belt Six Sigma Black Belt Continuous Improvement Manager

Agenda

Day One

Lecture 1: Basic Statistics sample versus population descriptive statistics describing a distribution of values Lecture 2: Intervals confidence intervals prediction intervals tolerance intervals Lecture 3: Hypothesis Testing introducing hypothesis testing performing means tests performing normality tests and making non-normal data normal Lecture 4: ANOVA defining analysis of variance and other terminology discussing assumptions and interpretation interpreting hypothesis statements for ANOVA performing one-way ANOVA performing two-way ANOVA

Day Two

Lecture 1: Regression and ANCOVA producing scatterplots and performing correlation performing simple linear regression performing multiple linear regression performing ANCOVA using model diagnostics Lecture 2: Applied Statistics setting specifications Measurement Systems Analysis (MSA) for assays stability analysis introduction to design of experiments (DOE) process control and capability presenting results

Speaker:

Heath Rushing is the cofounder of Adsurgo and author of the book Design and Analysis of Experiments by Douglas Montgomery: A Supplement for using JMP. Previously, he was the JMP and Six Sigma training manager at SAS. He led a team of nine technical professionals designing and delivering applied statistics and quality continuing education courses. He created tailored courses, applications, and long-term training plans in quality and statistics across a variety of industries to include biotech, pharmaceutical, medical device, and chemical processing.

Quick Contact:

GlobalCompliancePanel USA Phone:800-447-9407 Fax: 302-288-6884 support@globalcompliancepanel.com http://www.globalcompliancepanel.com

Related Articles - Compliance Training, Regulatory Compliance, FDA Training, FDA Compliance, Compliance Solutions, Medical Device Training, FDA Regulations Training, Reg,

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