Fundamentals of Statistics for Aviation Research
Fundamentals of Statistics for Aviation Research
Wheeler, Brooke E.; Silver, Isaac M.; Gallo, Michael A.
Taylor & Francis Ltd
06/2023
344
Dura
Inglês
9781032311494
15 a 20 dias
Descrição não disponível.
Table of Contents
Part A: Research and Statistics Basics
Chapter 1: The General Nature of Research and Statistics
Student Learning Outcomes
1.1 Chapter Overview
1.2 The Research Process
1.3 The Population-Sample Relationship and Sampling Error
1.4 Quantitative Research Methodologies
1.5 Variables and Measurement Scales
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 2: Organizing and Summarizing Data
Student Learning Outcomes
2.1 Chapter Overview
2.2 Examining Distributions
2.3 Measures of Central Tendency
2.4 Measures of Dispersion
2.5 Measures of Position: Percentiles and Quartiles
Chapter Summary
Vocabulary Check
Review Exercises
References
Part B: Making Reasonable Decisions about a Population
Chapter 3: Z Scores, the Standard Normal Distribution, and Sampling Distributions
Student Learning Outcomes
3.1 Chapter Overview
3.2 z Scores
3.3 The Standard Normal Distribution
3.4 The Sampling Distribution of Sample Means
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 4: The Concept of Statistical Inference
Student Learning Outcomes
4.1 Chapter Overview
4.2 Parameter Estimation
4.3 The Nature of Hypothesis Testing
4.4 Hypothesis Tests Involving the Mean ( Known)
4.5 Confidence Intervals vs. Hypothesis Tests
Chapter Summary
Vocabulary Check
Review Exercises
References
Part C: Analyzing Research Data Involving a Single Sample
Chapter 5: Single-Sample t Test
Student Learning Outcomes
5.1 Chapter Overview
5.2 The t Test Statistic and t Distribution
5.3 Confidence Intervals and the t Distribution
5.4 Hypothesis Testing and the t Distribution
5.5 Using the Single-Sample t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 6: Examining Bivariate Relationships: Correlation
Student Learning Outcomes
6.1 Chapter Overview
6.2 Correlation Fundamentals
6.3 Quantifying Relationships: The Pearson r
6.4 Statistical Aspects of Correlation
6.5 Statistical Inferences Involving the Pearson r
6.6 Using Bivariate Correlation in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 7: Examining Bivariate Relationships: Regression
Student Learning Outcomes
7.1 Chapter Overview
7.2 The Regression Equation
7.3 Statistical Aspects of Regression
7.4 Statistical Inferences Involving the Regression Coefficient
7.5 Using Bivariate Linear Regression in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part D: Analyzing Research Data Involving Two Independent Samples
Chapter 8: Independent-Samples t Test
Student Learning Outcomes
8.1 Chapter Overview
8.2 The Concept of Independent Samples
8.3 Statistical Inferences Involving Independent Samples
8.4 Using the Independent-Samples t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 9: Single-Factor ANOVA
Student Learning Outcomes
9.1 Chapter Overview
9.2 The Concept of ANOVA
9.3 The ANOVA Summary Table and the F Distribution
9.4 Statistical Inferences Involving the Single-Factor ANOVA: Hypothesis Testing
9.5 Using Single-Factor ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 10: Factorial ANOVA
Student Learning Outcomes
10.1 Chapter Overview
10.2 The Concept of Factorial Designs
10.3 The Logic and Structure of Factorial ANOVA
10.4 Statistical Inferences Involving Factorial ANOVA: Hypothesis Testing
10.5 Using Factorial ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part E: Analyzing Research Data Using a Within-Groups Design
Chapter 11: Repeated-Measures t Test
Student Learning Outcomes
11.1 Chapter Overview
11.2 The Concept of Repeated-Measures
11.3 Statistical Inferences Involving the Repeated-Measures t Test
11.4 Using the Repeated-Measures t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part F: Non-Parametric Statistics: Working with Frequency Data
Chapter 12: The Chi-Square Statistic
Student Learning Outcomes
12.1 Chapter Overview
12.2 One-Way Chi-Square: The Test for Goodness of Fit
12.3 Using the Chi-Square Test for Goodness of Fit in Research: A Guided Example
12.4 Two-Way Chi-Square: The Test for Independence
12.5 Using the Chi-Square Test for Independence in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Appendix Tables
Table 1: Area Under the Standard Normal Curve Between the Mean and z
Table 2: Critical Values of Student's t Distribution
Table 3: Critical Values for Pearson r
Table 4: Power Table for Pearson r
Table 5: Critical F Values
Table 6: Critical Values of the Chi-Square Distribution
Table 7: Sample Size and Power for Chi-Square Test for Independence
Answers to Part A Review Exercises
Index
Part A: Research and Statistics Basics
Chapter 1: The General Nature of Research and Statistics
Student Learning Outcomes
1.1 Chapter Overview
1.2 The Research Process
1.3 The Population-Sample Relationship and Sampling Error
1.4 Quantitative Research Methodologies
1.5 Variables and Measurement Scales
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 2: Organizing and Summarizing Data
Student Learning Outcomes
2.1 Chapter Overview
2.2 Examining Distributions
2.3 Measures of Central Tendency
2.4 Measures of Dispersion
2.5 Measures of Position: Percentiles and Quartiles
Chapter Summary
Vocabulary Check
Review Exercises
References
Part B: Making Reasonable Decisions about a Population
Chapter 3: Z Scores, the Standard Normal Distribution, and Sampling Distributions
Student Learning Outcomes
3.1 Chapter Overview
3.2 z Scores
3.3 The Standard Normal Distribution
3.4 The Sampling Distribution of Sample Means
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 4: The Concept of Statistical Inference
Student Learning Outcomes
4.1 Chapter Overview
4.2 Parameter Estimation
4.3 The Nature of Hypothesis Testing
4.4 Hypothesis Tests Involving the Mean ( Known)
4.5 Confidence Intervals vs. Hypothesis Tests
Chapter Summary
Vocabulary Check
Review Exercises
References
Part C: Analyzing Research Data Involving a Single Sample
Chapter 5: Single-Sample t Test
Student Learning Outcomes
5.1 Chapter Overview
5.2 The t Test Statistic and t Distribution
5.3 Confidence Intervals and the t Distribution
5.4 Hypothesis Testing and the t Distribution
5.5 Using the Single-Sample t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 6: Examining Bivariate Relationships: Correlation
Student Learning Outcomes
6.1 Chapter Overview
6.2 Correlation Fundamentals
6.3 Quantifying Relationships: The Pearson r
6.4 Statistical Aspects of Correlation
6.5 Statistical Inferences Involving the Pearson r
6.6 Using Bivariate Correlation in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 7: Examining Bivariate Relationships: Regression
Student Learning Outcomes
7.1 Chapter Overview
7.2 The Regression Equation
7.3 Statistical Aspects of Regression
7.4 Statistical Inferences Involving the Regression Coefficient
7.5 Using Bivariate Linear Regression in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part D: Analyzing Research Data Involving Two Independent Samples
Chapter 8: Independent-Samples t Test
Student Learning Outcomes
8.1 Chapter Overview
8.2 The Concept of Independent Samples
8.3 Statistical Inferences Involving Independent Samples
8.4 Using the Independent-Samples t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 9: Single-Factor ANOVA
Student Learning Outcomes
9.1 Chapter Overview
9.2 The Concept of ANOVA
9.3 The ANOVA Summary Table and the F Distribution
9.4 Statistical Inferences Involving the Single-Factor ANOVA: Hypothesis Testing
9.5 Using Single-Factor ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 10: Factorial ANOVA
Student Learning Outcomes
10.1 Chapter Overview
10.2 The Concept of Factorial Designs
10.3 The Logic and Structure of Factorial ANOVA
10.4 Statistical Inferences Involving Factorial ANOVA: Hypothesis Testing
10.5 Using Factorial ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part E: Analyzing Research Data Using a Within-Groups Design
Chapter 11: Repeated-Measures t Test
Student Learning Outcomes
11.1 Chapter Overview
11.2 The Concept of Repeated-Measures
11.3 Statistical Inferences Involving the Repeated-Measures t Test
11.4 Using the Repeated-Measures t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part F: Non-Parametric Statistics: Working with Frequency Data
Chapter 12: The Chi-Square Statistic
Student Learning Outcomes
12.1 Chapter Overview
12.2 One-Way Chi-Square: The Test for Goodness of Fit
12.3 Using the Chi-Square Test for Goodness of Fit in Research: A Guided Example
12.4 Two-Way Chi-Square: The Test for Independence
12.5 Using the Chi-Square Test for Independence in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Appendix Tables
Table 1: Area Under the Standard Normal Curve Between the Mean and z
Table 2: Critical Values of Student's t Distribution
Table 3: Critical Values for Pearson r
Table 4: Power Table for Pearson r
Table 5: Critical F Values
Table 6: Critical Values of the Chi-Square Distribution
Table 7: Sample Size and Power for Chi-Square Test for Independence
Answers to Part A Review Exercises
Index
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inferential statistics;quantitative analysis;research methodology;confidence interval calculation;bivariate regression techniques;experimental data interpretation;advanced aviation statistics textbook
Table of Contents
Part A: Research and Statistics Basics
Chapter 1: The General Nature of Research and Statistics
Student Learning Outcomes
1.1 Chapter Overview
1.2 The Research Process
1.3 The Population-Sample Relationship and Sampling Error
1.4 Quantitative Research Methodologies
1.5 Variables and Measurement Scales
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 2: Organizing and Summarizing Data
Student Learning Outcomes
2.1 Chapter Overview
2.2 Examining Distributions
2.3 Measures of Central Tendency
2.4 Measures of Dispersion
2.5 Measures of Position: Percentiles and Quartiles
Chapter Summary
Vocabulary Check
Review Exercises
References
Part B: Making Reasonable Decisions about a Population
Chapter 3: Z Scores, the Standard Normal Distribution, and Sampling Distributions
Student Learning Outcomes
3.1 Chapter Overview
3.2 z Scores
3.3 The Standard Normal Distribution
3.4 The Sampling Distribution of Sample Means
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 4: The Concept of Statistical Inference
Student Learning Outcomes
4.1 Chapter Overview
4.2 Parameter Estimation
4.3 The Nature of Hypothesis Testing
4.4 Hypothesis Tests Involving the Mean ( Known)
4.5 Confidence Intervals vs. Hypothesis Tests
Chapter Summary
Vocabulary Check
Review Exercises
References
Part C: Analyzing Research Data Involving a Single Sample
Chapter 5: Single-Sample t Test
Student Learning Outcomes
5.1 Chapter Overview
5.2 The t Test Statistic and t Distribution
5.3 Confidence Intervals and the t Distribution
5.4 Hypothesis Testing and the t Distribution
5.5 Using the Single-Sample t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 6: Examining Bivariate Relationships: Correlation
Student Learning Outcomes
6.1 Chapter Overview
6.2 Correlation Fundamentals
6.3 Quantifying Relationships: The Pearson r
6.4 Statistical Aspects of Correlation
6.5 Statistical Inferences Involving the Pearson r
6.6 Using Bivariate Correlation in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 7: Examining Bivariate Relationships: Regression
Student Learning Outcomes
7.1 Chapter Overview
7.2 The Regression Equation
7.3 Statistical Aspects of Regression
7.4 Statistical Inferences Involving the Regression Coefficient
7.5 Using Bivariate Linear Regression in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part D: Analyzing Research Data Involving Two Independent Samples
Chapter 8: Independent-Samples t Test
Student Learning Outcomes
8.1 Chapter Overview
8.2 The Concept of Independent Samples
8.3 Statistical Inferences Involving Independent Samples
8.4 Using the Independent-Samples t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 9: Single-Factor ANOVA
Student Learning Outcomes
9.1 Chapter Overview
9.2 The Concept of ANOVA
9.3 The ANOVA Summary Table and the F Distribution
9.4 Statistical Inferences Involving the Single-Factor ANOVA: Hypothesis Testing
9.5 Using Single-Factor ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 10: Factorial ANOVA
Student Learning Outcomes
10.1 Chapter Overview
10.2 The Concept of Factorial Designs
10.3 The Logic and Structure of Factorial ANOVA
10.4 Statistical Inferences Involving Factorial ANOVA: Hypothesis Testing
10.5 Using Factorial ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part E: Analyzing Research Data Using a Within-Groups Design
Chapter 11: Repeated-Measures t Test
Student Learning Outcomes
11.1 Chapter Overview
11.2 The Concept of Repeated-Measures
11.3 Statistical Inferences Involving the Repeated-Measures t Test
11.4 Using the Repeated-Measures t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part F: Non-Parametric Statistics: Working with Frequency Data
Chapter 12: The Chi-Square Statistic
Student Learning Outcomes
12.1 Chapter Overview
12.2 One-Way Chi-Square: The Test for Goodness of Fit
12.3 Using the Chi-Square Test for Goodness of Fit in Research: A Guided Example
12.4 Two-Way Chi-Square: The Test for Independence
12.5 Using the Chi-Square Test for Independence in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Appendix Tables
Table 1: Area Under the Standard Normal Curve Between the Mean and z
Table 2: Critical Values of Student's t Distribution
Table 3: Critical Values for Pearson r
Table 4: Power Table for Pearson r
Table 5: Critical F Values
Table 6: Critical Values of the Chi-Square Distribution
Table 7: Sample Size and Power for Chi-Square Test for Independence
Answers to Part A Review Exercises
Index
Part A: Research and Statistics Basics
Chapter 1: The General Nature of Research and Statistics
Student Learning Outcomes
1.1 Chapter Overview
1.2 The Research Process
1.3 The Population-Sample Relationship and Sampling Error
1.4 Quantitative Research Methodologies
1.5 Variables and Measurement Scales
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 2: Organizing and Summarizing Data
Student Learning Outcomes
2.1 Chapter Overview
2.2 Examining Distributions
2.3 Measures of Central Tendency
2.4 Measures of Dispersion
2.5 Measures of Position: Percentiles and Quartiles
Chapter Summary
Vocabulary Check
Review Exercises
References
Part B: Making Reasonable Decisions about a Population
Chapter 3: Z Scores, the Standard Normal Distribution, and Sampling Distributions
Student Learning Outcomes
3.1 Chapter Overview
3.2 z Scores
3.3 The Standard Normal Distribution
3.4 The Sampling Distribution of Sample Means
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 4: The Concept of Statistical Inference
Student Learning Outcomes
4.1 Chapter Overview
4.2 Parameter Estimation
4.3 The Nature of Hypothesis Testing
4.4 Hypothesis Tests Involving the Mean ( Known)
4.5 Confidence Intervals vs. Hypothesis Tests
Chapter Summary
Vocabulary Check
Review Exercises
References
Part C: Analyzing Research Data Involving a Single Sample
Chapter 5: Single-Sample t Test
Student Learning Outcomes
5.1 Chapter Overview
5.2 The t Test Statistic and t Distribution
5.3 Confidence Intervals and the t Distribution
5.4 Hypothesis Testing and the t Distribution
5.5 Using the Single-Sample t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 6: Examining Bivariate Relationships: Correlation
Student Learning Outcomes
6.1 Chapter Overview
6.2 Correlation Fundamentals
6.3 Quantifying Relationships: The Pearson r
6.4 Statistical Aspects of Correlation
6.5 Statistical Inferences Involving the Pearson r
6.6 Using Bivariate Correlation in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 7: Examining Bivariate Relationships: Regression
Student Learning Outcomes
7.1 Chapter Overview
7.2 The Regression Equation
7.3 Statistical Aspects of Regression
7.4 Statistical Inferences Involving the Regression Coefficient
7.5 Using Bivariate Linear Regression in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part D: Analyzing Research Data Involving Two Independent Samples
Chapter 8: Independent-Samples t Test
Student Learning Outcomes
8.1 Chapter Overview
8.2 The Concept of Independent Samples
8.3 Statistical Inferences Involving Independent Samples
8.4 Using the Independent-Samples t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 9: Single-Factor ANOVA
Student Learning Outcomes
9.1 Chapter Overview
9.2 The Concept of ANOVA
9.3 The ANOVA Summary Table and the F Distribution
9.4 Statistical Inferences Involving the Single-Factor ANOVA: Hypothesis Testing
9.5 Using Single-Factor ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Chapter 10: Factorial ANOVA
Student Learning Outcomes
10.1 Chapter Overview
10.2 The Concept of Factorial Designs
10.3 The Logic and Structure of Factorial ANOVA
10.4 Statistical Inferences Involving Factorial ANOVA: Hypothesis Testing
10.5 Using Factorial ANOVA in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part E: Analyzing Research Data Using a Within-Groups Design
Chapter 11: Repeated-Measures t Test
Student Learning Outcomes
11.1 Chapter Overview
11.2 The Concept of Repeated-Measures
11.3 Statistical Inferences Involving the Repeated-Measures t Test
11.4 Using the Repeated-Measures t Test in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Part F: Non-Parametric Statistics: Working with Frequency Data
Chapter 12: The Chi-Square Statistic
Student Learning Outcomes
12.1 Chapter Overview
12.2 One-Way Chi-Square: The Test for Goodness of Fit
12.3 Using the Chi-Square Test for Goodness of Fit in Research: A Guided Example
12.4 Two-Way Chi-Square: The Test for Independence
12.5 Using the Chi-Square Test for Independence in Research: A Guided Example
Chapter Summary
Vocabulary Check
Review Exercises
References
Appendix Tables
Table 1: Area Under the Standard Normal Curve Between the Mean and z
Table 2: Critical Values of Student's t Distribution
Table 3: Critical Values for Pearson r
Table 4: Power Table for Pearson r
Table 5: Critical F Values
Table 6: Critical Values of the Chi-Square Distribution
Table 7: Sample Size and Power for Chi-Square Test for Independence
Answers to Part A Review Exercises
Index
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.