University certificate
The world's largest faculty of engineering”
Introduction to the Program
Improve your skills on the Ordinal Scale, Nominal Scale or Saturated Model, thanks to the largest digital university in the world, thanks to TECH”
The ability to manage the multivariate domain is important for an engineer due to the large amount of data that is generated in complex projects. Multivariate offers techniques for modeling and analyzing this data, allowing the engineer to obtain valuable insights into the behavior of the system in question.
For this reason, TECH has designed a Postgraduate certificate in Multivariate II with which it seeks to provide students with the necessary skills to be able to perform their work as specialists, with the highest possible efficiency and quality. Therefore, throughout this program, aspects such as Problem Formulation in Loglinear Models, the Hierarchical Model or Binary Logistic Regression will be addressed.
All this, through a convenient 100% online format that allows students to organize their schedules and studies, combining them with their other daily work and interests. In addition, this program has the most complete theoretical and practical materials on the market, which facilitates the student's study process and allows them to achieve their objectives quickly and efficiently.
Become an expert in Multivariate Engineering in just 6 weeks and with total freedom to organize your schedule or studies”
This Postgraduate certificate in Multivariate II contains the most complete and up-to-date program on the market. The most important features include:
- The development of case studies presented by experts in Multivariate
- The graphic, schematic and eminently practical contents with which it is conceived provide sporting and practical information on those disciplines that are essential for professional practice
- Practical exercises where the self-assessment process can be carried out to improve learning
- Its special emphasis on innovative methodologies
- Theoretical lessons, questions to the expert, debate forums on controversial topics, and individual reflection assignments
- Content that is accessible from any fixed or portable device with an Internet connection
Enhance your professional profile and achieve success in one of the most promising areas in the field of Engineering, thanks to TECH and the most innovative materials in the academic market”
The program’s teaching staff includes professionals from sector who contribute their work experience to this educational program, as well as renowned specialists from leading societies and prestigious universities.
The multimedia content, developed with the latest educational technology, will provide the professional with situated and contextual learning, i.e., a simulated environment that will provide immersive education programmed to learn in real situations.
This program is designed around Problem-Based Learning, whereby the professional must try to solve the different professional practice situations that arise during the academic year For this purpose, the student will be assisted by an innovative interactive video system created by renowned and experienced experts.
Access all the content on Probit Response Models from any device with an Internet connection"
Acquire in-depth knowledge about Hierarchical Modeling or Binary Logistic Regression, from the comfort of your home and at any time of the day"
Syllabus
The structure and teaching materials of this program have been designed by the renowned professionals that are part of TECH's team of experts in this area of engineering. These specialists have used their extensive experience and their most advanced knowledge to create practical and completely up-to-date contents. All this, based on the most efficient teaching methodology, TECH's Relearning.
Enroll now and specialize in Nominal, Ordinal or Interval Scale, without time limits and 24 hours a day”
Module 1. Multivariate Statistical Techniques
1.1. Introduction
1.2. Nominal Scale
1.2.1. Measures of Association for 2x2 Tables
1.2.1.1. Phi Coefficient
1.2.1.2. Relative Risk
1.2.1.3. Cross-Product Ratio (Odds Ratio)
1.2.2. Measures of Association for IxJ Tables
1.2.2.1. Contingency Ratio
1.2.2.2. Cramer's V
1.2.2.3. Lambdas
1.2.2.4. Tau of Goodman and Kruskal
1.2.2.5. Uncertainty Coefficient
1.2.3. Kappa Coefficient
1.3. Ordinal Scale
1.3.1. Gamma Coefficients
1.3.2. Kendall's Tau-B and Tau-C
1.3.3. Sommers' D
1.4. Interval or Ratio Scale
1.4.1. Eta Coefficient
1.4.2. Pearson's and Spearman's Correlation Coefficients
1.5. Stratified Analysis in 2x2 Tables
1.5.1. Stratified Analysis
1.5.2. Stratified Analysis in 2x2 Tables
1.6. Problem Formulation in Log-linear Models
1.6.1. The Saturated Model for Two Variables
1.6.2. The General Saturated Model
1.6.3. Other Types of Models
1.7. The Saturated Model
1.7.1. Calculation of Effects
1.7.2. Goodness of Fit
1.7.3. Test of K effects
1.7.4. Partial Association Test
1.8. The Hierarchical Model
1.8.1. The Backward Method
1.9. Probit Response Models
1.9.1. Problem Formulation
1.9.2. Parameter Estimation
1.9.3. Chi-Square Goodness-of-Fit Test
1.9.4. Parallelism Test for Groups
1.9.5. Estimation of the Dose Required to Obtain a Given Response Ratio
1.10. Binary Logistic Regression
1.10.1. Problem Formulation
1.10.2. Qualitative Variables in Logistic Regression
1.10.3. Selection of Variables
1.10.4. Parameter Estimation
1.10.5. Goodness of Fit
1.10.6. Classification of Individuals
1.10.7. Prediction
Thanks to the most efficient teaching methodology, TECH Relearning, you will be able to acquire new knowledge in a precise and natural way, without spending too much time studying”
Postgraduate Certificate in Multivariate II
Multivariate statistics uses a variety of techniques to analyze interactions between variables, seeking to discover interesting patterns or complex relationships that cannot be easily identified by looking at individual variables. These techniques include regression analysis, principal component analysis, discriminant analysis, cluster analysis, factor analysis, among others. At TECH Global University we have this specialized program designed to provide knowledge and technical skills in multivariate analysis statistics for research and industry. The objective is to learn how to use advanced multivariate analysis techniques to investigate complex relationships between variables and high-dimensional data.
Multivariate statistics can be applied in a variety of areas, such as market research, epidemiology, political science, psychology, biology, economics, and engineering, among others. Examples of applications include analysis of medical data to identify disease patterns in populations, analysis of public opinion to predict political elections, and analysis of business data to detect sales trends. In our undergraduate course you will tackle the basics in complexity and difficulty in interpreting the results. It is an excellent choice for those who wish to acquire specialized skills and develop a successful career in this field.