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Introduction to quantitative data analysis in the behavioral, social, and engineering sciences / Michael J. Albers.
- Format:
- Book
- Author/Creator:
- Albers, Michael J., author.
- Language:
- English
- Subjects (All):
- Social sciences--Statistical methods.
- Social sciences.
- Psychology--Statistical methods.
- Psychology.
- Engineering--Statistical methods.
- Engineering.
- Quantitative research.
- Physical Description:
- 1 online resource (256 pages)
- Place of Publication:
- Hoboken, NJ : John Wiley & Sons, Inc., 2017.
- Contents:
- Title Page; Copyright; Preface; About the Companion Website; Chapter 1: Introduction; Basis of How All Quantitative Statistical Based Research; Data Analysis, Not Statistical Analysis; Quantitative Versus Qualitative Research; What the Book Covers and What It Does Not Cover; Book Structure; References; Part I: Data Analysis Approaches; Chapter 2: Statistics Terminology; Statistically Testing a Hypothesis; Statistical Significance and p-Value; Confidence Intervals; Effect Size; Statistical Power of a Test; Practical Significance Versus Statistical Significance; Statistical Independence
- Degrees of FreedomMeasures of Central Tendency; Percentile and Percentile Rank; Central Limit Theorem; Law of Large Numbers; References; Chapter 3: Analysis Issues and Potential Pitfalls; Effects of Variables; Outliers in the Dataset; Relationships Between Variables; A Single Contradictory Example Does Not Invalidate a Statistical Relationship; References; Chapter 4: Graphically Representing Data; Data Distributions; Bell Curves; Skewed Curves; Bimodal Distributions; Poisson Distributions; Binomial Distribution; Histograms; Scatter Plots; Box Plots; Ranges of Values and Error Bars; References
- Chapter 5: Statistical TestsInter-Rater Reliability; Regression Models; Parametric Tests; Nonparametric Tests; One-Tailed or Two-Tailed Tests; Tests Must Make Sense; References; Part II: Data Analysis Examples; Chapter 6: Overview of Data Analysis Process; Know How to Analyze It Before Starting the Study; Perform an Exploratory Data Analysis; Perform the Statistical Analysis; Analyze the Results and Draw Conclusions; Writing Up the Study; References; Chapter 7: Analysis of a Study on Reading and Lighting Levels; Lighting and Reading Comprehension
- Know How the Data Will Be Analyzed Before Starting the StudyPerform an Exploratory Data Analysis; Perform an Inferential Statistical Analysis; Exercises; Chapter 8: Analysis of Usability of an E-Commerce Site; Usability of an E-Commerce Site; Study Overview; Know How You Will Analyze the Data Before Starting the Study; Perform an Exploratory Data Analysis; Perform an Inferential Statistical Analysis; Follow-Up Tests; Performing Follow-Up Tests; Exercises; Reference; Chapter 9: Analysis of Essay Grading; Analysis of Essay Grading; Exploratory Data Analysis
- Inferential Statistical Data AnalysisExercises; Reference; Chapter 10: Specific Analysis Examples; Handling Outliers in the Data; Floor/Ceiling Effects; Order Effects; Data from Stratified Sampling; Missing Data; Noisy Data; Transform the Data; References; Chapter 11: Other Types of Data Analysis; Time-Series Experiment; Analysis for Data Clusters; Low-Probability Events; Metadata Analysis; Reference; Appendix A: Research Terminology; Independent, Dependent, and Controlled Variables; Between Subjects and Within Subjects; Validity and Reliability; Variable Types; Type of Data
- Notes:
- Independent Measures and Repeated Measures
- Includes bibliographical references and index.
- Electronic reproduction. Hoboken, N.J. Available via World Wide Web.
- Description based on online resource; title from digital title page (viewed on May 10, 2017).
- Local Notes:
- Acquired for the Penn Libraries with assistance from the Rosengarten Family Fund.
- Other Format:
- Print version: Albers, Michael J. Introduction to Quantitative Data Analysis in the Behavioral and Social Sciences
- ISBN:
- 9781119290384
- 1119290384
- 9781119290254
- 1119290252
- 9781119290216
- 111929021X
- Publisher Number:
- 99991487747
- Access Restriction:
- Restricted for use by site license.
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